{r, results='asis',include=TRUE,echo=FALSE} # if(params$isSlides != "yes"){ # cat("# RNAseq (part 3) # # --- # " # ) # # } # #In this session we will be reviewing the same data that we used in the first two sessions. This is the data from Christina Leslie’s lab at MSKCC on T-Reg cells and activated T-Reg cells. T-Reg data can be found on the Encode portal here and activated T-Reg data here
I have aligned all FQ to BAM and counted in genes and exons using Rsubread and summariseOverlaps() and then analysed this data for expression changes using DESeq2.
All Gene and Exon counts can be found as .RData obects in data directory
Counts in genes can be found at - data/GeneCounts.RData
Counts in disjoint exons can be found at - data/ExonCounts.RData
Salmon transcript quantification output directories can be found under - data/Salmon/
You can find an excel file of differential expression analysis for this comparison in the data directory.
In our last session we will looked at how we can identify changes in gene expression from two separate methods to gene expression estimates and looked a little at the output from comparing differential expression levels using DESeq2.
In this session we will explore a few ways we can evaluate any enrichment for functionally related genes from our differential expression analysis. This helps us address common questions like:
Are genes related to “immune response” enriched in my set of significantly upregulated genes?
Do “cell cycle” genes change more between conditions then other genes?
There are many options available to us for both functions/pathways/categories (Gene set) we will test and the methods we can use to test these gene sets for enrichment in our analysis (Gene set Enrichment Analysis).
A frequent step in RNAseq analysis is to test whether any functionally related sets of genes are enriched within our differential expressed genes.
Sources of well curated gene sets include GO consortium (gene’s function, biological process and cellular localization), REACTOME (Biological Pathways) and MsigDB (Computationally and Experimentally derived).
The Gene Ontology consortium aims to provide a comprehensive resource of all the currently available knowledge regarding the functions of genes and gene products.
Functional categories of genes are broadly split into three main groups.
The three sub categories of gene ontology are arranged in nested, structured graph with gene sets at the top of graph representing more general terms and those at the bottom more specific terms.
The Reactome and KEGG (Kyoto Encyclopedia of genes and genomes) contains information on genes’ membership and roles in molecular pathways.
These databases focus largely on metabolic and disease pathways, and allow us to investigate our genes in the context of not only functional roles but relative positions within pathways.
The molecular signatures database (MsigDB) is available from the Broad institute and provides a set of curated gene sets derived from sources such as GO, pathway databases, motif scans and even other experimental sets.
MsigDB databases are widely used in gene set enrichments analysis and are available as plain text, in formats used with the popular Java based gene set enrichment software GSEA. ]
]
In R we can access information on these gene sets through database libraries (such as the Org.db.eg we have reviewed) such as GO.db, KEGG.db, reactome.db or by making use of libraries which allows us to our gene sets from parse plain text formats, GSEABase.
We have already reviewed how we can get information on genes using the Org.db packages in our previous sessions.
We can also have access to information on the gene sets themselves using some of the bioconductor resources including GO.db, KEGG.db, reactome.db packages.
Another rich source of gene sets can be found at the Molecular Signature DataBase (MSigDB) database.
The GSEA software and MSigDB gene set collections can be found at the Broad’s site
We have access to Human gene sets containing information on:
The gmt (gene matrix transposed) is a GSEA specific format which is easy to edit and spreadsheet programs.
It contains tab separated space with lines containing gene sets of differing sizes.
The GSEABase function getGmt allows us to import our gmt formatted gene set collection into a GeneSetCollection object. In this case we are reading in the Hallmarks gene set with gene symbols which we downloaded from the Broad website.
## GeneSetCollection
## names: HALLMARK_TNFA_SIGNALING_VIA_NFKB, HALLMARK_HYPOXIA, ..., HALLMARK_PANCREAS_BETA_CELLS (50 total)
## unique identifiers: JUNB, CXCL2, ..., SRP14 (4383 total)
## types in collection:
## geneIdType: NullIdentifier (1 total)
## collectionType: NullCollection (1 total)
The GeneSetCollection object can be subset as a list.
## GeneSetCollection
## names: HALLMARK_TNFA_SIGNALING_VIA_NFKB (1 total)
## unique identifiers: JUNB, CXCL2, ..., MXD1 (200 total)
## types in collection:
## geneIdType: NullIdentifier (1 total)
## collectionType: NullCollection (1 total)
## setName: HALLMARK_TNFA_SIGNALING_VIA_NFKB
## geneIds: JUNB, CXCL2, ..., MXD1 (total: 200)
## geneIdType: Null
## collectionType: Null
## details: use 'details(object)'
We can access the names of gene sets using the names() accessor
## [1] "HALLMARK_TNFA_SIGNALING_VIA_NFKB"
## [2] "HALLMARK_HYPOXIA"
## [3] "HALLMARK_CHOLESTEROL_HOMEOSTASIS"
## [4] "HALLMARK_MITOTIC_SPINDLE"
## [5] "HALLMARK_WNT_BETA_CATENIN_SIGNALING"
## [6] "HALLMARK_TGF_BETA_SIGNALING"
## [7] "HALLMARK_IL6_JAK_STAT3_SIGNALING"
## [8] "HALLMARK_DNA_REPAIR"
## [9] "HALLMARK_G2M_CHECKPOINT"
## [10] "HALLMARK_APOPTOSIS"
## [11] "HALLMARK_NOTCH_SIGNALING"
## [12] "HALLMARK_ADIPOGENESIS"
## [13] "HALLMARK_ESTROGEN_RESPONSE_EARLY"
## [14] "HALLMARK_ESTROGEN_RESPONSE_LATE"
## [15] "HALLMARK_ANDROGEN_RESPONSE"
## [16] "HALLMARK_MYOGENESIS"
## [17] "HALLMARK_PROTEIN_SECRETION"
## [18] "HALLMARK_INTERFERON_ALPHA_RESPONSE"
## [19] "HALLMARK_INTERFERON_GAMMA_RESPONSE"
## [20] "HALLMARK_APICAL_JUNCTION"
## [21] "HALLMARK_APICAL_SURFACE"
## [22] "HALLMARK_HEDGEHOG_SIGNALING"
## [23] "HALLMARK_COMPLEMENT"
## [24] "HALLMARK_UNFOLDED_PROTEIN_RESPONSE"
## [25] "HALLMARK_PI3K_AKT_MTOR_SIGNALING"
## [26] "HALLMARK_MTORC1_SIGNALING"
## [27] "HALLMARK_E2F_TARGETS"
## [28] "HALLMARK_MYC_TARGETS_V1"
## [29] "HALLMARK_MYC_TARGETS_V2"
## [30] "HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION"
## [31] "HALLMARK_INFLAMMATORY_RESPONSE"
## [32] "HALLMARK_XENOBIOTIC_METABOLISM"
## [33] "HALLMARK_FATTY_ACID_METABOLISM"
## [34] "HALLMARK_OXIDATIVE_PHOSPHORYLATION"
## [35] "HALLMARK_GLYCOLYSIS"
## [36] "HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY"
## [37] "HALLMARK_P53_PATHWAY"
## [38] "HALLMARK_UV_RESPONSE_UP"
## [39] "HALLMARK_UV_RESPONSE_DN"
## [40] "HALLMARK_ANGIOGENESIS"
## [41] "HALLMARK_HEME_METABOLISM"
## [42] "HALLMARK_COAGULATION"
## [43] "HALLMARK_IL2_STAT5_SIGNALING"
## [44] "HALLMARK_BILE_ACID_METABOLISM"
## [45] "HALLMARK_PEROXISOME"
## [46] "HALLMARK_ALLOGRAFT_REJECTION"
## [47] "HALLMARK_SPERMATOGENESIS"
## [48] "HALLMARK_KRAS_SIGNALING_UP"
## [49] "HALLMARK_KRAS_SIGNALING_DN"
## [50] "HALLMARK_PANCREAS_BETA_CELLS"
The geneIDs() function returns a list named by gene set with each named element containing the genes (their IDS) contained within that set.
## $HALLMARK_TNFA_SIGNALING_VIA_NFKB
## [1] "JUNB" "CXCL2" "ATF3" "NFKBIA" "TNFAIP3" "PTGS2"
## [7] "CXCL1" "IER3" "CD83" "CCL20" "CXCL3" "MAFF"
## [13] "NFKB2" "TNFAIP2" "HBEGF" "KLF6" "BIRC3" "PLAUR"
## [19] "ZFP36" "ICAM1" "JUN" "EGR3" "IL1B" "BCL2A1"
## [25] "PPP1R15A" "ZC3H12A" "SOD2" "NR4A2" "IL1A" "RELB"
## [31] "TRAF1" "BTG2" "DUSP1" "MAP3K8" "ETS2" "F3"
## [37] "SDC4" "EGR1" "IL6" "TNF" "KDM6B" "NFKB1"
## [43] "LIF" "PTX3" "FOSL1" "NR4A1" "JAG1" "CCL4"
## [49] "GCH1" "CCL2" "RCAN1" "DUSP2" "EHD1" "IER2"
## [55] "REL" "CFLAR" "RIPK2" "NFKBIE" "NR4A3" "PHLDA1"
## [61] "IER5" "TNFSF9" "GEM" "GADD45A" "CXCL10" "PLK2"
## [67] "BHLHE40" "EGR2" "SOCS3" "SLC2A6" "PTGER4" "DUSP5"
## [73] "SERPINB2" "NFIL3" "SERPINE1" "TRIB1" "TIPARP" "RELA"
## [79] "BIRC2" "CXCL6" "LITAF" "TNFAIP6" "CD44" "INHBA"
## [85] "PLAU" "MYC" "TNFRSF9" "SGK1" "TNIP1" "NAMPT"
## [91] "FOSL2" "PNRC1" "ID2" "CD69" "IL7R" "EFNA1"
## [97] "PHLDA2" "PFKFB3" "CCL5" "YRDC" "IFNGR2" "SQSTM1"
## [103] "BTG3" "GADD45B" "KYNU" "G0S2" "BTG1" "MCL1"
## [109] "VEGFA" "MAP2K3" "CDKN1A" "CCN1" "TANK" "IFIT2"
## [115] "IL18" "TUBB2A" "IRF1" "FOS" "OLR1" "RHOB"
## [121] "AREG" "NINJ1" "ZBTB10" "PLPP3" "KLF4" "CXCL11"
## [127] "SAT1" "CSF1" "GPR183" "PMEPA1" "PTPRE" "TLR2"
## [133] "ACKR3" "KLF10" "MARCKS" "LAMB3" "CEBPB" "TRIP10"
## [139] "F2RL1" "KLF9" "LDLR" "TGIF1" "RNF19B" "DRAM1"
## [145] "B4GALT1" "DNAJB4" "CSF2" "PDE4B" "SNN" "PLEK"
## [151] "STAT5A" "DENND5A" "CCND1" "DDX58" "SPHK1" "CD80"
## [157] "TNFAIP8" "CCNL1" "FUT4" "CCRL2" "SPSB1" "TSC22D1"
## [163] "B4GALT5" "SIK1" "CLCF1" "NFE2L2" "FOSB" "PER1"
## [169] "NFAT5" "ATP2B1" "IL12B" "IL6ST" "SLC16A6" "ABCA1"
## [175] "HES1" "BCL6" "IRS2" "SLC2A3" "CEBPD" "IL23A"
## [181] "SMAD3" "TAP1" "MSC" "IFIH1" "IL15RA" "TNIP2"
## [187] "BCL3" "PANX1" "FJX1" "EDN1" "EIF1" "BMP2"
## [193] "DUSP4" "PDLIM5" "ICOSLG" "GFPT2" "KLF2" "TNC"
## [199] "SERPINB8" "MXD1"
##
## $HALLMARK_HYPOXIA
## [1] "PGK1" "PDK1" "GBE1" "PFKL" "ALDOA" "ENO2"
## [7] "PGM1" "NDRG1" "HK2" "ALDOC" "GPI" "MXI1"
## [13] "SLC2A1" "P4HA1" "ADM" "P4HA2" "ENO1" "PFKP"
## [19] "AK4" "FAM162A" "PFKFB3" "VEGFA" "BNIP3L" "TPI1"
## [25] "ERO1A" "KDM3A" "CCNG2" "LDHA" "GYS1" "GAPDH"
## [31] "BHLHE40" "ANGPTL4" "JUN" "SERPINE1" "LOX" "GCK"
## [37] "PPFIA4" "MAFF" "DDIT4" "SLC2A3" "IGFBP3" "NFIL3"
## [43] "FOS" "RBPJ" "HK1" "CITED2" "ISG20" "GALK1"
## [49] "WSB1" "PYGM" "STC1" "ZNF292" "BTG1" "PLIN2"
## [55] "CSRP2" "VLDLR" "JMJD6" "EXT1" "F3" "PDK3"
## [61] "ANKZF1" "UGP2" "ALDOB" "STC2" "ERRFI1" "ENO3"
## [67] "PNRC1" "HMOX1" "PGF" "GAPDHS" "CHST2" "TMEM45A"
## [73] "BCAN" "ATF3" "CAV1" "AMPD3" "GPC3" "NDST1"
## [79] "IRS2" "SAP30" "GAA" "SDC4" "STBD1" "IER3"
## [85] "PKLR" "IGFBP1" "PLAUR" "CAVIN3" "CCN5" "LARGE1"
## [91] "NOCT" "S100A4" "RRAGD" "ZFP36" "EGFR" "EDN2"
## [97] "IDS" "CDKN1A" "RORA" "DUSP1" "MIF" "PPP1R3C"
## [103] "DPYSL4" "KDELR3" "DTNA" "ADORA2B" "HS3ST1" "CAVIN1"
## [109] "NR3C1" "KLF6" "GPC4" "CCN1" "TNFAIP3" "CA12"
## [115] "HEXA" "BGN" "PPP1R15A" "PGM2" "PIM1" "PRDX5"
## [121] "NAGK" "CDKN1B" "BRS3" "TKTL1" "MT1E" "ATP7A"
## [127] "MT2A" "SDC3" "TIPARP" "PKP1" "ANXA2" "PGAM2"
## [133] "DDIT3" "PRKCA" "SLC37A4" "CXCR4" "EFNA3" "CP"
## [139] "KLF7" "CCN2" "CHST3" "TPD52" "LXN" "B4GALNT2"
## [145] "PPARGC1A" "BCL2" "GCNT2" "HAS1" "KLHL24" "SCARB1"
## [151] "SLC25A1" "SDC2" "CASP6" "VHL" "FOXO3" "PDGFB"
## [157] "B3GALT6" "SLC2A5" "SRPX" "EFNA1" "GLRX" "ACKR3"
## [163] "PAM" "TGFBI" "DCN" "SIAH2" "PLAC8" "FBP1"
## [169] "TPST2" "PHKG1" "MYH9" "CDKN1C" "GRHPR" "PCK1"
## [175] "INHA" "HSPA5" "NDST2" "NEDD4L" "TPBG" "XPNPEP1"
## [181] "IL6" "SLC6A6" "MAP3K1" "LDHC" "AKAP12" "TES"
## [187] "KIF5A" "LALBA" "COL5A1" "GPC1" "HDLBP" "ILVBL"
## [193] "NCAN" "TGM2" "ETS1" "HOXB9" "SELENBP1" "FOSL2"
## [199] "SULT2B1" "TGFB3"
##
## $HALLMARK_CHOLESTEROL_HOMEOSTASIS
## [1] "FDPS" "CYP51A1" "IDI1" "FDFT1" "DHCR7" "SQLE"
## [7] "HMGCS1" "NSDHL" "LSS" "MVD" "LDLR" "TM7SF2"
## [13] "ALDOC" "EBP" "SCD" "PMVK" "MVK" "LPL"
## [19] "SC5D" "FADS2" "HMGCR" "HSD17B7" "ANXA13" "SREBF2"
## [25] "PCYT2" "ACSS2" "ATF3" "ADH4" "ETHE1" "ECH1"
## [31] "CBS" "GUSB" "FASN" "LGALS3" "ATF5" "ANXA5"
## [37] "TP53INP1" "CHKA" "GSTM2" "ACAT2" "AVPR1A" "PLSCR1"
## [43] "CLU" "ERRFI1" "TRIB3" "CXCL16" "TNFRSF12A" "ACTG1"
## [49] "JAG1" "LGMN" "FBXO6" "GPX8" "PNRC1" "ANTXR2"
## [55] "MAL2" "CD9" "PPARG" "GLDC" "STX5" "STARD4"
## [61] "CTNNB1" "TMEM97" "NIBAN1" "PDK3" "PLAUR" "SEMA3B"
## [67] "GNAI1" "ABCA2" "ATXN2" "NFIL3" "ALCAM" "FABP5"
## [73] "S100A11" "CPEB2"
To make use of human gene sets in mouse we can either
The gskb package holds many pathways and gene sets for mouse genome equivalent to MSigDB.
First we can load the package.
The gskb package contains 7 collections of genes.
We access gskb datasets by using the data() function to load into memory the gene set collection of interest.
## [1] "MIRNA_MM_BETEL_MMU-LET-7A" "MIRNA_MM_BETEL_MMU-LET-7B"
## $`MIRNA_MM_BETEL_MMU-LET-7A`
## [1] "MIRNA_MM_BETEL_MMU-LET-7A"
## [2] "BETEL_MMU-LET-7A; Good mirSVR score Conserved; The microRNA.org resource: targets and expression."
## [3] "NSUN4"
## [4] "DCX"
## [5] "KCNK6"
## [6] "PBX1"
## [7] "PHF8"
## [8] "RACGAP1"
## [9] "EFHD2"
## [10] "DCBLD2"
## [11] "CCDC88A"
## [12] "CEP68"
## [13] "SLITRK4"
## [14] "NAA40"
## [15] "DSCAML1"
## [16] "ESYT2"
## [17] "DNAJC21"
## [18] "CDC27"
## [19] "CHRAC1"
## [20] "MYL6"
## [21] "PRLR"
## [22] "GUF1"
## [23] "LCK"
## [24] "GSDMC"
## [25] "PTGER1"
## [26] "CADM1"
## [27] "DGCR2"
## [28] "CREM"
## [29] "PPHLN1"
## [30] "VWA1"
## [31] "IPMK"
## [32] "PTPRO"
## [33] "MPZL1"
## [34] "CREB1"
## [35] "RAVER2"
## [36] "MED24"
## [37] "TM9SF3"
## [38] "BTLA"
## [39] "TMEM72"
## [40] "TCEANC"
## [41] "SLAMF7"
## [42] "MTM1"
## [43] "ASB8"
## [44] "USP4"
## [45] "LRRFIP1"
## [46] "E330016L19RIK"
## [47] "GJC2"
## [48] "GALNT7"
## [49] "PDGFC"
## [50] "GPD2"
## [51] "EDDM3B"
## [52] "KLHL4"
## [53] "C2CD2L"
## [54] "MKS1"
## [55] "SBNO1"
## [56] "RTN3"
## [57] "EIF4E1B"
## [58] "ZNFX1"
## [59] "TMEM164"
## [60] "PADI3"
## [61] "PLB1"
## [62] "SEMA5A"
## [63] "DNMT3A"
## [64] "AP1G1"
## [65] "APH1B"
## [66] "CSPRS"
## [67] "PISD-PS3"
## [68] "2310003H01RIK"
## [69] "FBXO21"
## [70] "EYA3"
## [71] "2810011L19RIK"
## [72] "MSRA"
## [73] "SPINK5"
## [74] "PARVA"
## [75] "CHAC1"
## [76] "P4HA2"
## [77] "LRTM2"
## [78] "ELOVL7"
## [79] "ZFP568"
## [80] "AI504432"
## [81] "AGK"
## [82] "SLCO2A1"
## [83] "SH3PXD2A"
## [84] "MYBL2"
## [85] "ANKRD10"
## [86] "1700052N19RIK"
## [87] "LIN28B"
## [88] "RNF24"
## [89] "ESRRB"
## [90] "PIGS"
## [91] "TM6SF2"
## [92] "SNAP91"
## [93] "VAT1"
## [94] "4930480K23RIK"
## [95] "PQLC1"
## [96] "ZFP473"
## [97] "EHMT1"
## [98] "4632428N05RIK"
## [99] "1700012B07RIK"
## [100] "FKBP1A"
## [101] "SARNP"
## [102] "ERCC6"
## [103] "PATZ1"
## [104] "NCOR1"
## [105] "LBP"
## [106] "STON2"
## [107] "GNS"
## [108] "DHX57"
## [109] "5031439G07RIK"
## [110] "CLVS1"
## [111] "HECW1"
## [112] "ZFP12"
## [113] "GEMIN5"
## [114] "FKRP"
## [115] "RABGEF1"
## [116] "UIMC1"
## [117] "CPEB3"
## [118] "VILL"
## [119] "RRAGD"
## [120] "GNPDA1"
## [121] "DNLZ"
## [122] "COPS8"
## [123] "VGLL3"
## [124] "CWF19L2"
## [125] "CD200R1"
## [126] "OCRL"
## [127] "SLC16A6"
## [128] "GRIN1"
## [129] "COL23A1"
## [130] "CEP120"
## [131] "DZIP1"
## [132] "4930453N24RIK"
## [133] "B930041F14RIK"
## [134] "JUND"
## [135] "GP5"
## [136] "B230378P21RIK"
## [137] "YLPM1"
## [138] "STXBP5"
## [139] "LOXL3"
## [140] "ITGA1"
## [141] "ZSCAN10"
## [142] "TSPAN18"
## [143] "CECR5"
## [144] "SEC24C"
## [145] "NOS1AP"
## [146] "9330162012RIK"
## [147] "GLRX2"
## [148] "DYNC1I2"
## [149] "D130017N08RIK"
## [150] "TTC9C"
## [151] "GM5922"
## [152] "AEN"
## [153] "PDCD1"
## [154] "ICMT"
## [155] "SLC23A2"
## [156] "EXOG"
## [157] "DDX19B"
## [158] "SPTY2D1"
## [159] "BC017643"
## [160] "LRRC41"
## [161] "LRRN3"
## [162] "AFAP1L2"
## [163] "ZFP446"
## [164] "ISCA2"
## [165] "FUCA2"
## [166] "SMPD1"
## [167] "ARMC10"
## [168] "RCN1"
## [169] "ANKRD6"
## [170] "ZFP444"
## [171] "CYB561D1"
## [172] "ZFP207"
## [173] "GPRASP1"
## [174] "SERTAD2"
## [175] "PKNOX1"
## [176] "FNDC3A"
## [177] "GRIA3"
## [178] "TTC19"
## [179] "TRIM11"
## [180] "DNMT3B"
## [181] "WIPI1"
## [182] "GLO1"
## [183] "DLD"
## [184] "ZFP282"
## [185] "ATP2B2"
## [186] "CASP7"
## [187] "RAB5B"
## [188] "SH2B1"
## [189] "TAS1R3"
## [190] "DLGAP1"
## [191] "ZBTB16"
## [192] "TSPAN32"
## [193] "PUS1"
## [194] "TNRC6A"
## [195] "ACPP"
## [196] "IDO2"
## [197] "NPTXR"
## [198] "AP1B1"
## [199] "PRKRIP1"
## [200] "TMPO"
## [201] "EDA"
## [202] "TRPM6"
## [203] "NIPAL3"
## [204] "FPGS"
## [205] "VPS18"
## [206] "TRIM33"
## [207] "WDHD1"
## [208] "CEP55"
## [209] "GMIP"
## [210] "PPP1R16B"
## [211] "GSDMC3"
## [212] "MAPKBP1"
## [213] "LDB3"
## [214] "GM2897"
## [215] "NDOR1"
## [216] "C030039L03RIK"
## [217] "DIP2A"
## [218] "BCL7A"
## [219] "GM5468"
## [220] "6030443J06RIK"
## [221] "D930016D06RIK"
## [222] "GABPB2"
## [223] "ARHGEF6"
## [224] "RALGDS"
## [225] "ZFP92"
## [226] "MED1"
## [227] "A330050B17RIK"
## [228] "CD34"
## [229] "GRIK5"
## [230] "MELA"
## [231] "YBX2"
## [232] "PNPLA1"
## [233] "SLC12A6"
## [234] "TRIM7"
## [235] "FAM135A"
## [236] "BCHE"
## [237] "NTF5"
## [238] "WWP1"
## [239] "NEU4"
## [240] "ELMO1"
## [241] "DMTF1"
## [242] "CDK12"
## [243] "TULP4"
## [244] "OIT3"
## [245] "E130218I03RIK"
## [246] "GUCY1A2"
## [247] "1300002E11RIK"
## [248] "POGK"
## [249] "TEX21"
## [250] "USP29"
## [251] "4833424O15RIK"
## [252] "TTBK2"
## [253] "POLQ"
## [254] "CDC123"
## [255] "4930417H01RIK"
## [256] "NCOA7"
## [257] "STAT3"
## [258] "MLLT1"
## [259] "4933411K20RIK"
## [260] "ELK1"
## [261] "HORMAD1"
## [262] "ABCB9"
## [263] "KLHL23"
## [264] "SENP7"
## [265] "SULF1"
## [266] "TREM1"
## [267] "MTSS1"
## [268] "AHCYL2"
## [269] "TRIM39"
## [270] "HNRNPD"
## [271] "SLC34A1"
## [272] "MAPK8IP3"
## [273] "GJB5"
## [274] "RREB1"
## [275] "ENTPD5"
## [276] "SLC6A8"
## [277] "CCDC114"
## [278] "SLC22A23"
## [279] "GM9"
## [280] "SHISA5"
## [281] "RALB"
## [282] "L3MBTL4"
## [283] "FNDC3B"
## [284] "FGD4"
## [285] "LIMK2"
## [286] "PPP1R3B"
## [287] "DOK3"
## [288] "MBD1"
## [289] "AFG3L1"
## [290] "RARG"
## [291] "SYNM"
## [292] "TRHDE"
## [293] "ASB7"
## [294] "CRYBG3"
## [295] "STARD9"
## [296] "VPS37C"
## [297] "MAN1A2"
## [298] "SCARA3"
## [299] "EPM2AIP1"
## [300] "SKP2"
## [301] "DIP2C"
## [302] "AHR"
## [303] "KLHL30"
## [304] "NAA10"
## [305] "GABPA"
## [306] "TNKS2"
## [307] "NUDT13"
## [308] "2010109I03RIK"
## [309] "RAMP1"
## [310] "XKR4"
## [311] "CLEC16A"
## [312] "CPN2"
## [313] "SRR"
## [314] "AGTR1B"
## [315] "TLE4"
## [316] "ZFP655"
## [317] "MIRG"
## [318] "ANKRD16"
## [319] "RDH13"
## [320] "DPY19L2"
## [321] "AKT1S1"
## [322] "CAP1"
## [323] "A630009H07RIK"
## [324] "KIF16B"
## [325] "CHST10"
## [326] "IGF1"
## [327] "ADAMTS9"
## [328] "KIF1B"
## [329] "NSMCE2"
## [330] "1700006A11RIK"
## [331] "HES2"
## [332] "KIF7"
## [333] "IL15"
## [334] "FAM102B"
## [335] "SOD2"
## [336] "ZFP763"
## [337] "TFB2M"
## [338] "USP47"
## [339] "ZFP644"
## [340] "TMEM163"
## [341] "PTRH2"
## [342] "CTSB"
## [343] "TTPAL"
## [344] "MIR155"
## [345] "ADRA1B"
## [346] "CDKN2AIPNL"
## [347] "NEDD8"
## [348] "GAD1"
## [349] "SFPQ"
## [350] "DNAJC27"
## [351] "JMJD4"
## [352] "NEIL3"
## [353] "UBN2"
## [354] "ABCC9"
## [355] "KLHDC8A"
## [356] "MCTP1"
## [357] "KLRK1"
## [358] "COL9A3"
## [359] "ARMC9"
## [360] "NCS1"
## [361] "SERPINA3I"
## [362] "HARS2"
## [363] "A830018L16RIK"
## [364] "OXNAD1"
## [365] "POM121"
## [366] "SV2A"
## [367] "TRIM16"
## [368] "PTPN14"
## [369] "TRP63"
## [370] "NT5M"
## [371] "AMOT"
## [372] "NFATC1"
## [373] "KCNC3"
## [374] "PHLDB1"
## [375] "RHOT1"
## [376] "MYT1"
## [377] "AW549877"
## [378] "CLN3"
## [379] "INTS2"
## [380] "ZFP422"
## [381] "CBX5"
## [382] "BAHCC1"
## [383] "GSDMC4"
## [384] "ARID3A"
## [385] "CAR7"
## [386] "TAF1D"
## [387] "CTDSP2"
## [388] "CACNA1D"
## [389] "SLAMF6"
## [390] "IQSEC3"
## [391] "RASGEF1B"
## [392] "TMPRSS2"
## [393] "MAGI2"
## [394] "KIFC2"
## [395] "ARHGEF5"
## [396] "STX17"
## [397] "SLC10A7"
## [398] "MEST"
## [399] "EN1"
## [400] "6330416G13RIK"
## [401] "SMAD5"
## [402] "TXN2"
## [403] "PDGFRL"
## [404] "F730016J06RIK"
## [405] "PGM2L1"
## [406] "SLC25A28"
## [407] "TBKBP1"
## [408] "WDR77"
## [409] "MCTS2"
## [410] "1700030J22RIK"
## [411] "FAM78B"
## [412] "TMEM231"
## [413] "OGFOD1"
## [414] "STK36"
## [415] "CDYL"
## [416] "TMEM106C"
## [417] "UBE2O"
## [418] "FKBP5"
## [419] "NXT2"
## [420] "SART1"
## [421] "PLXNA2"
## [422] "HDAC6"
## [423] "SFT2D2"
## [424] "SSR1"
## [425] "STAT5B"
## [426] "SLA"
## [427] "RHBDD2"
## [428] "GYK"
## [429] "SHC4"
## [430] "TM6SF1"
## [431] "HECTD2"
## [432] "NFYA"
## [433] "SPTLC2"
## [434] "TGFBR1"
## [435] "MCTP2"
## [436] "COPS7A"
## [437] "NFAM1"
## [438] "CPSF4"
## [439] "DDX20"
## [440] "B3GNT7"
## [441] "MTPN"
## [442] "MED7"
## [443] "CD2AP"
## [444] "SH2D2A"
## [445] "GPAA1"
## [446] "ARL5A"
## [447] "CDC34"
## [448] "SYTL4"
## [449] "4930579C12RIK"
## [450] "SLC43A2"
## [451] "MMD"
## [452] "PRKRIR"
## [453] "PA2G4"
## [454] "LAPTM5"
## [455] "2700081O15RIK"
## [456] "E2F6"
## [457] "TIMP4"
## [458] "KLHL15"
## [459] "SHISA9"
## [460] "PDE12"
## [461] "ARFRP1"
## [462] "SPOCK1"
## [463] "H2AFX"
## [464] "NPAS3"
## [465] "1600012H06RIK"
## [466] "GOLGA7"
## [467] "KCNC2"
## [468] "KIF14"
## [469] "PYGO2"
## [470] "P2RX4"
## [471] "HPS3"
## [472] "CYBA"
## [473] "UBE2J2"
## [474] "KCNS2"
## [475] "9530059O14RIK"
## [476] "HDX"
## [477] "NRF1"
## [478] "NEK9"
## [479] "EIF2S2"
## [480] "SECTM1B"
## [481] "SLC24A6"
## [482] "SNX27"
## [483] "IMP4"
## [484] "DBC1"
## [485] "COL27A1"
## [486] "SHANK2"
## [487] "TRP53BP1"
## [488] "TMEM143"
## [489] "ANO2"
## [490] "FN3K"
## [491] "UBE2E3"
## [492] "MPP2"
## [493] "GTPBP2"
## [494] "MBNL3"
## [495] "GM15246"
## [496] "FBXW11"
## [497] "HIATL1"
## [498] "E330032C10RIK"
## [499] "MBTPS2"
## [500] "TIMM22"
## [501] "NPSR1"
## [502] "B430306N03RIK"
## [503] "CD93"
## [504] "ZFP36L1"
## [505] "VASH2"
## [506] "2610301B20RIK"
## [507] "SCYL3"
## [508] "LRRC58"
## [509] "HMBOX1"
## [510] "SYS1"
## [511] "TNFRSF22"
## [512] "KCNB2"
## [513] "CABP2"
## [514] "KLHL32"
## [515] "MYADM"
## [516] "B230206H07RIK"
## [517] "SYT2"
## [518] "3110002H16RIK"
## [519] "ZFP248"
## [520] "SLC25A3"
## [521] "SMOC2"
## [522] "ARHGAP8"
## [523] "SLC7A14"
## [524] "MTERFD3"
## [525] "TTC3"
## [526] "IKBKG"
## [527] "JPH4"
## [528] "MAGT1"
## [529] "PRR18"
## [530] "HNRPDL"
## [531] "MTMR6"
## [532] "ENY2"
## [533] "EPB4.1L1"
## [534] "PDZD3"
## [535] "SENP2"
## [536] "RFFL"
## [537] "FAF2"
## [538] "RNF13"
## [539] "MICAL3"
## [540] "PANX2"
## [541] "NLRP4C"
## [542] "GSPT2"
## [543] "ANKRD54"
## [544] "TTLL9"
## [545] "LMBRD1"
## [546] "DBPHT2"
## [547] "CLN8"
## [548] "ZDHHC21"
## [549] "FAM60A"
## [550] "PFN2"
## [551] "AGBL2"
## [552] "1700112E06RIK"
## [553] "ZDHHC24"
## [554] "TEF"
## [555] "8030462N17RIK"
## [556] "PPP2R1A"
## [557] "LPHN3"
## [558] "LIN7C"
## [559] "DSC3"
## [560] "NDST1"
## [561] "1700047M11RIK"
## [562] "GRID2IP"
## [563] "CGGBP1"
## [564] "WARS"
## [565] "TXNL4B"
## [566] "UBE2H"
## [567] "FRS2"
## [568] "USP45"
## [569] "ACSM5"
## [570] "RUNDC1"
## [571] "TC2N"
## [572] "CDADC1"
## [573] "CCNH"
## [574] "RPGRIP1"
## [575] "AU015836"
## [576] "CXCL12"
## [577] "ZFP111"
## [578] "IPCEF1"
## [579] "ANXA8"
## [580] "ST3GAL1"
## [581] "GNA15"
## [582] "TIFAB"
## [583] "IGF1R"
## [584] "MIER2"
## [585] "GNAL"
## [586] "VTI1A"
## [587] "1700026D11RIK"
## [588] "NF2"
## [589] "TMEM229B"
## [590] "HGF"
## [591] "DHRS13"
## [592] "ARMC8"
## [593] "GRAMD3"
## [594] "DNASE2A"
## [595] "TECPR2"
## [596] "SYN3"
## [597] "EBF4"
## [598] "B3GAT1"
## [599] "COL10A1"
## [600] "PRRT2"
## [601] "TMEM71"
## [602] "KLF17"
## [603] "1500026H17RIK"
## [604] "RBM33"
## [605] "CACNB2"
## [606] "MYL9"
## [607] "SOX2OT"
## [608] "ISY1"
## [609] "AGAP1"
## [610] "RHBDD1"
## [611] "USP7"
## [612] "AOC3"
## [613] "MCPT2"
## [614] "SKIL"
## [615] "SRRM4"
## [616] "C920008G01RIK"
## [617] "AA987161"
## [618] "MOBP"
## [619] "CWC25"
## [620] "RUNX3"
## [621] "ZFP300"
## [622] "IKZF2"
## [623] "SLC4A7"
## [624] "PTBP2"
## [625] "PDZD7"
## [626] "MLLT10"
## [627] "4933437N03RIK"
## [628] "ZBTB37"
## [629] "CTTNBP2"
## [630] "SMAP1"
## [631] "2810429I04RIK"
## [632] "PSD2"
## [633] "AP2B1"
## [634] "UBE2K"
## [635] "NTRK2"
## [636] "USP16"
## [637] "KRT6A"
## [638] "2900079G21RIK"
## [639] "TMOD2"
## [640] "LBH"
## [641] "ADAMTS14"
## [642] "LPAR1"
## [643] "PIM1"
## [644] "OSBP2"
## [645] "NIN"
## [646] "RHOBTB1"
## [647] "EPSTI1"
## [648] "PDZRN3"
## [649] "1810014B01RIK"
## [650] "STK35"
## [651] "AI464131"
## [652] "A1CF"
## [653] "KLHDC3"
## [654] "EIF4EBP2"
## [655] "WDR92"
## [656] "SLC2A6"
## [657] "CSNK1G1"
## [658] "ZFP512"
## [659] "FRMD5"
## [660] "AIG1"
## [661] "NSD1"
## [662] "AI854517"
## [663] "MEF2C"
## [664] "ACTR2"
## [665] "COL2A1"
## [666] "TRIM66"
## [667] "AP3B2"
## [668] "ANXA3"
## [669] "NOSIP"
## [670] "PGLS"
## [671] "PDGFRB"
## [672] "SFMBT2"
## [673] "GM9054"
## [674] "LPP"
## [675] "ZFP668"
## [676] "HSPBAP1"
## [677] "NAA30"
## [678] "D030028A08RIK"
## [679] "SRGAP2"
## [680] "2500002B13RIK"
## [681] "KIRREL3"
## [682] "WDR37"
## [683] "TMEM91"
## [684] "MLST8"
## [685] "MGLL"
## [686] "DFFA"
## [687] "PCYT1B"
## [688] "IL21"
## [689] "3110052M02RIK"
## [690] "RBM14"
## [691] "MAPK10"
## [692] "CBX7"
## [693] "4930555G01RIK"
## [694] "PSG17"
## [695] "FUT9"
## [696] "YME1L1"
## [697] "BC049352"
## [698] "ZBTB7B"
## [699] "METTL4"
## [700] "ATE1"
## [701] "ANO5"
## [702] "FBXW4"
## [703] "B4GALT6"
## [704] "ZFP653"
## [705] "ARRDC3"
## [706] "PELI1"
## [707] "VPS13D"
## [708] "A830012C17RIK"
## [709] "ARNT2"
## [710] "TPRN"
## [711] "HOXD3"
## [712] "4833417C18RIK"
## [713] "GK5"
## [714] "SNHG1"
## [715] "SERPINB8"
## [716] "EME2"
## [717] "DEGS1"
## [718] "4930422G04RIK"
## [719] "SPIN1"
## [720] "ESRRG"
## [721] "ITCH"
## [722] "RANBP10"
## [723] "TRAM1L1"
## [724] "TSC22D2"
## [725] "RB1"
## [726] "SDC3"
## [727] "ACVR1B"
## [728] "BATF"
## [729] "BC046251"
## [730] "PAQR3"
## [731] "MAST4"
## [732] "ELL2"
## [733] "CCDC116"
## [734] "MGAT1"
## [735] "TMEM8B"
## [736] "B530045E10RIK"
## [737] "DDX58"
## [738] "4930533N22RIK"
## [739] "EZH1"
## [740] "PIN1"
## [741] "SYNJ1"
## [742] "PXK"
## [743] "FBXL22"
## [744] "NR1D2"
## [745] "RHEB"
## [746] "PARD3B"
## [747] "RNF167"
## [748] "RBM11"
## [749] "GPR174"
## [750] "KIF3A"
## [751] "ARMC2"
## [752] "FKBP6"
## [753] "TSPAN5"
## [754] "ZFP710"
## [755] "SPIN4"
## [756] "CTTN"
## [757] "SLC2A8"
## [758] "ARHGEF12"
## [759] "PPP2R1B"
## [760] "C030017K20RIK"
## [761] "NRP2"
## [762] "RAB11FIP5"
## [763] "CCBL2"
## [764] "DENND5B"
## [765] "LCOR"
## [766] "SLC6A1"
## [767] "4930434J06RIK"
## [768] "AIRN"
## [769] "SSH2"
## [770] "TFAM"
## [771] "DUSP16"
## [772] "NOL7"
## [773] "SCN3B"
## [774] "GATM"
## [775] "D430042O09RIK"
## [776] "DOK4"
## [777] "CCR9"
## [778] "SUMF2"
## [779] "NRBP2"
## [780] "SH3KBP1"
## [781] "HIST2H2BE"
## [782] "UBAP1"
## [783] "LILRB4"
## [784] "PIKFYVE"
## [785] "GM4776"
## [786] "SGSM2"
## [787] "PROM2"
## [788] "ABHD12B"
## [789] "PPP1R1C"
## [790] "TSPAN7"
## [791] "TCF25"
## [792] "HBA-A2"
## [793] "FADS1"
## [794] "CHST1"
## [795] "AIDA"
## [796] "FOXP2"
## [797] "NAIP6"
## [798] "HMGN3"
## [799] "CLEC5A"
## [800] "BC048943"
## [801] "UFM1"
## [802] "KCNV1"
## [803] "STK16"
## [804] "NOD2"
## [805] "SUPT7L"
## [806] "TRMT11"
## [807] "CAP2"
## [808] "SYT5"
## [809] "TPRGL"
## [810] "SLC37A4"
## [811] "LPL"
## [812] "UBOX5"
## [813] "HAND1"
## [814] "CHD5"
## [815] "SYT11"
## [816] "CEP164"
## [817] "NPR3"
## [818] "ACN9"
## [819] "CCDC127"
## [820] "OPHN1"
## [821] "MAN2A1"
## [822] "SCARB1"
## [823] "ZFP707"
## [824] "PSMB5"
## [825] "NKIRAS2"
## [826] "HAP1"
## [827] "PDE1C"
## [828] "VWCE"
## [829] "DSC1"
## [830] "MEA1"
## [831] "ITSN2"
## [832] "PPP1R3C"
## [833] "BNC2"
## [834] "ABCC10"
## [835] "LYZL4"
## [836] "INTS9"
## [837] "DKK3"
## [838] "CORO2A"
## [839] "RHBDL3"
## [840] "MYRIP"
## [841] "ZC3H11A"
## [842] "PRMT6"
## [843] "SLC7A8"
## [844] "GM6787"
## [845] "GM410"
## [846] "EIF3I"
## [847] "EBAG9"
## [848] "TMEM62"
## [849] "GTPBP1"
## [850] "CCDC53"
## [851] "B230110G15RIK"
## [852] "TPPP"
## [853] "A930024E05RIK"
## [854] "KLHL26"
## [855] "MNT"
## [856] "PTPRH"
## [857] "SNPH"
## [858] "LTB"
## [859] "TRP53RK"
## [860] "SKINT3"
## [861] "ANKS1B"
## [862] "MAN1A"
## [863] "ZFP9"
## [864] "ALX3"
## [865] "ZFP263"
## [866] "3010003L21RIK"
## [867] "ACOX1"
## [868] "CASP9"
## [869] "IARS"
## [870] "CHSY3"
## [871] "FGF1"
## [872] "FAM196B"
## [873] "SBK1"
## [874] "MALT1"
## [875] "SMYD5"
## [876] "LRRTM1"
## [877] "RAPGEF6"
## [878] "GM15623"
## [879] "KLHL20"
## [880] "MAPRE1"
## [881] "ZFP329"
## [882] "STARD3NL"
## [883] "HTR2C"
## [884] "CD160"
## [885] "GNAI3"
## [886] "BCL2L13"
## [887] "NT5DC1"
## [888] "KDM4D"
## [889] "NCTC1"
## [890] "ARHGEF16"
## [891] "ZDHHC3"
## [892] "ADAM23"
## [893] "MAVS"
## [894] "PDE4B"
## [895] "STIM1"
## [896] "NVL"
## [897] "COPS7B"
## [898] "IGF2AS"
## [899] "EDNRA"
## [900] "ZC3H7B"
## [901] "STAB2"
## [902] "SMCR7"
## [903] "NCALD"
## [904] "CDR2L"
## [905] "PNPT1"
## [906] "HIC2"
## [907] "ARRDC4"
## [908] "WDR82"
## [909] "BAIAP2"
## [910] "ST13"
## [911] "CNTN2"
## [912] "SLC6A17"
## [913] "CWC22"
## [914] "FAM133B"
## [915] "CELA1"
## [916] "TRIM2"
## [917] "CAMK2D"
## [918] "UNC5C"
## [919] "NUDT4"
## [920] "LCORL"
## [921] "SLC35A4"
## [922] "STARD13"
## [923] "BCAP29"
## [924] "4930403D09RIK"
## [925] "IL1F5"
## [926] "MYOZ2"
## [927] "ATXN7L3"
## [928] "HSD3B3"
## [929] "CCND1"
## [930] "WDTC1"
## [931] "TAF9B"
## [932] "FAM132B"
## [933] "TAC4"
## [934] "RPRD2"
## [935] "SPHKAP"
## [936] "ZBTB33"
## [937] "AKT1"
## [938] "ARID3B"
## [939] "GPR31C"
## [940] "NEUROD2"
## [941] "OGFR"
## [942] "C230072F16RIK"
## [943] "EEF1D"
## [944] "ANKRD40"
## [945] "6330403A02RIK"
## [946] "MKL1"
## [947] "CEP57"
## [948] "SLC25A22"
## [949] "OSBPL6"
## [950] "MED28"
## [951] "PRKD3"
## [952] "SRPK2"
## [953] "NDST3"
## [954] "ASNSD1"
## [955] "AHI1"
## [956] "PTP4A3"
## [957] "SYNJ2BP"
## [958] "PKNOX2"
## [959] "DDO"
## [960] "ADAM11"
## [961] "SH3PXD2B"
## [962] "ADAM12"
## [963] "MCFD2"
## [964] "SUV39H1"
## [965] "CDK18"
## [966] "GRIA2"
## [967] "AHRR"
## [968] "KRTAP5-2"
## [969] "A430105I19RIK"
## [970] "RNF32"
## [971] "SNX30"
## [972] "D630045J12RIK"
## [973] "KIF9"
## [974] "4933407E24RIK"
## [975] "ABHD14B"
## [976] "HIF1AN"
## [977] "ISL1"
## [978] "SLC29A2"
## [979] "NOTCH2"
## [980] "CHRNB4"
## [981] "LRRIQ3"
## [982] "RHOH"
## [983] "ZBTB10"
## [984] "PLXNB1"
## [985] "KLHL18"
## [986] "IL6ST"
## [987] "TDRD1"
## [988] "4930428N03RIK"
## [989] "SLC18A1"
## [990] "ARNT"
## [991] "1600014C10RIK"
## [992] "GCNT3"
## [993] "ARHGEF15"
## [994] "LY86"
## [995] "THOC2"
## [996] "PYGB"
## [997] "PTPRN2"
## [998] "TARBP2"
## [999] "SFXN3"
## [1000] "TBC1D14"
## [1001] "GM16515"
## [1002] "CLCN3"
## [1003] "TTLL1"
## [1004] "RGS9BP"
## [1005] "ITFG2"
## [1006] "ESYT1"
## [1007] "CTDSPL2"
## [1008] "ATXN1L"
## [1009] "BMF"
## [1010] "ABL1"
## [1011] "SLC2A3"
## [1012] "TRCG1"
## [1013] "MPDZ"
## [1014] "TMEM139"
## [1015] "COL19A1"
## [1016] "UPK1A"
## [1017] "MYCL1"
## [1018] "AAK1"
## [1019] "LNP"
## [1020] "SPAG9"
## [1021] "2700099C18RIK"
## [1022] "RAB11FIP2"
## [1023] "OTUD7B"
## [1024] "POLR3G"
## [1025] "TLN2"
## [1026] "PGAM1"
## [1027] "TSR2"
## [1028] "FABP12"
## [1029] "IRF4"
## [1030] "RFX2"
## [1031] "UHRF2"
## [1032] "ITGA8"
## [1033] "TTPA"
## [1034] "ZFP532"
## [1035] "DOHH"
## [1036] "ART1"
## [1037] "PGS1"
## [1038] "SMCR8"
## [1039] "4933406F09RIK"
## [1040] "ZFP174"
## [1041] "VAV3"
## [1042] "SLC8A1"
## [1043] "IFT80"
## [1044] "ZEB2"
## [1045] "SPEG"
## [1046] "1110051M20RIK"
## [1047] "TGFBRAP1"
## [1048] "SEMA4B"
## [1049] "TMED10"
## [1050] "GM13547"
## [1051] "CRB1"
## [1052] "CRTAP"
## [1053] "ABI1"
## [1054] "AGBL5"
## [1055] "GAS1"
## [1056] "1700095A21RIK"
## [1057] "VRK1"
## [1058] "TMEM129"
## [1059] "MGAT4C"
## [1060] "KCTD10"
## [1061] "DENND4C"
## [1062] "CD83"
## [1063] "RAB6B"
## [1064] "MNAT1"
## [1065] "CLDN19"
## [1066] "1110008L16RIK"
## [1067] "4933427E13RIK"
## [1068] "MEIS2"
## [1069] "RNF169"
## [1070] "FMN1"
## [1071] "ARHGAP25"
## [1072] "TNRC6B"
## [1073] "TMIE"
## [1074] "HRASLS"
## [1075] "PLCD4"
## [1076] "VPS25"
## [1077] "SLC39A14"
## [1078] "ZKSCAN2"
## [1079] "GJC3"
## [1080] "DGKI"
## [1081] "MAPT"
## [1082] "PRPF18"
## [1083] "ZFP618"
## [1084] "IL23R"
## [1085] "AKNAD1"
## [1086] "DST"
## [1087] "UTP23"
## [1088] "CD47"
## [1089] "GIT2"
## [1090] "PLEKHB2"
## [1091] "GM5766"
## [1092] "IGSF9"
## [1093] "CDK19"
## [1094] "SEBOX"
## [1095] "ALX4"
## [1096] "CLCF1"
## [1097] "ENOX1"
## [1098] "PTPN7"
## [1099] "DPAGT1"
## [1100] "HN1L"
## [1101] "ZFP781"
## [1102] "MLEC"
## [1103] "NRAS"
## [1104] "NCAM1"
## [1105] "PROX2"
## [1106] "THSD4"
## [1107] "IMP3"
## [1108] "ALDH6A1"
## [1109] "RNPS1"
## [1110] "BCL2L14"
## [1111] "PLOD1"
## [1112] "HOMER3"
## [1113] "FXYD5"
## [1114] "ZBTB39"
## [1115] "PIK3R4"
## [1116] "EPHB3"
## [1117] "TOM1"
## [1118] "TMEM191C"
## [1119] "DDIT4L"
## [1120] "RBMS3"
## [1121] "UNC13B"
## [1122] "DCAF8"
## [1123] "ZFP275"
## [1124] "DDX5"
## [1125] "GRM6"
## [1126] "ZFP777"
## [1127] "SLC16A1"
## [1128] "NUP50"
## [1129] "OLFR701"
## [1130] "ACER3"
## [1131] "AI846148"
## [1132] "E430024P14RIK"
## [1133] "LARP4B"
## [1134] "DOK6"
## [1135] "SF3B3"
## [1136] "LIG3"
## [1137] "TTC14"
## [1138] "STIL"
## [1139] "TRIB1"
## [1140] "OTUD4"
## [1141] "MED13"
## [1142] "TBL2"
## [1143] "ANGEL2"
## [1144] "POFUT1"
## [1145] "HMGXB3"
## [1146] "GNL3L"
## [1147] "IFNAR1"
## [1148] "MIDN"
## [1149] "1110018G07RIK"
## [1150] "INSR"
## [1151] "CSDE1"
## [1152] "GIGYF1"
## [1153] "CELF1"
## [1154] "1700054K19RIK"
## [1155] "HMGA2"
## [1156] "CCDC155"
## [1157] "HLCS"
## [1158] "TWSG1"
## [1159] "MYD88"
## [1160] "FDX1"
## [1161] "PRKACB"
## [1162] "DAB1"
## [1163] "B4GALT4"
## [1164] "GALP"
## [1165] "TUB"
## [1166] "C1QTNF1"
## [1167] "CYP2C65"
## [1168] "SPATA7"
## [1169] "ZFYVE20"
## [1170] "LYZL6"
## [1171] "JRK"
## [1172] "NRL"
## [1173] "GCNT1"
## [1174] "PRRC1"
## [1175] "A830049A06"
## [1176] "PIGW"
## [1177] "PRKAA2"
## [1178] "FAM174A"
## [1179] "D430020J02RIK"
## [1180] "TTC21B"
## [1181] "CAB39L"
## [1182] "VWA3B"
## [1183] "GOLPH3L"
## [1184] "STX6"
## [1185] "FAHD1"
## [1186] "PLAT"
## [1187] "RASSF3"
## [1188] "ZFP783"
## [1189] "DCAF7"
## [1190] "SLC45A3"
## [1191] "PPP1R3A"
## [1192] "LIMK1"
## [1193] "FGFBP1"
## [1194] "JAGN1"
## [1195] "CD5"
## [1196] "ASPA"
## [1197] "COL16A1"
## [1198] "GLYCTK"
## [1199] "CDH11"
## [1200] "CFLAR"
## [1201] "GM14296"
## [1202] "EPB4.1L5"
## [1203] "PLA2G10"
## [1204] "SLCO3A1"
## [1205] "KRBA1"
## [1206] "NAV2"
## [1207] "UTP18"
## [1208] "TIA1"
## [1209] "APTX"
## [1210] "MAN2A2"
## [1211] "STT3B"
## [1212] "EPS8L3"
## [1213] "NR1I3"
## [1214] "COL9A1"
## [1215] "KCNA4"
## [1216] "GRB10"
## [1217] "RABEPK"
## [1218] "A330050F15RIK"
## [1219] "ANK3"
## [1220] "HVCN1"
## [1221] "UBXN2A"
## [1222] "ZFP146"
## [1223] "HN1"
## [1224] "CSF2RB2"
## [1225] "DTWD2"
## [1226] "4933412E12RIK"
## [1227] "ABAT"
## [1228] "RNF38"
## [1229] "GM807"
## [1230] "GM5524"
## [1231] "PLEKHA2"
## [1232] "SSPN"
## [1233] "BCL2L11"
## [1234] "RPL22"
## [1235] "DNM3"
## [1236] "NUP133"
## [1237] "FAM26E"
## [1238] "ZFP322A"
## [1239] "EFR3A"
## [1240] "ADIPOR2"
## [1241] "RGR"
## [1242] "BRSK2"
## [1243] "MYO3A"
## [1244] "ATP11A"
## [1245] "ARHGAP6"
## [1246] "RNF165"
## [1247] "RRP7A"
## [1248] "RNF216"
## [1249] "FAM149B"
## [1250] "PEX26"
## [1251] "GLCE"
## [1252] "A230108P19RIK"
## [1253] "MAP2K7"
## [1254] "SGPP2"
## [1255] "TOR1AIP2"
## [1256] "CGN"
## [1257] "SGK3"
## [1258] "CNTLN"
## [1259] "SLC25A35"
## [1260] "TMED8"
## [1261] "GPR35"
## [1262] "THOC1"
## [1263] "RSAD2"
## [1264] "ATAD2"
## [1265] "EDEM1"
## [1266] "CELF5"
## [1267] "PITPNC1"
## [1268] "SETD5"
## [1269] "DCP1A"
## [1270] "ARSG"
## [1271] "SCOC"
## [1272] "RFX1"
## [1273] "NUMBL"
## [1274] "KBTBD8"
## [1275] "B4GALNT2"
## [1276] "NF1"
## [1277] "CCDC115"
## [1278] "RASSF7"
## [1279] "CNOT3"
## [1280] "CHRNA3"
## [1281] "4930513N10RIK"
## [1282] "NIPAL1"
## [1283] "GINS1"
## [1284] "HCFC1"
## [1285] "COMMD9"
## [1286] "MPZ"
## [1287] "HSPH1"
## [1288] "LMLN"
## [1289] "ZER1"
## [1290] "KCNAB1"
## [1291] "KPTN"
## [1292] "MYOM1"
## [1293] "CYB561"
## [1294] "4930478P22RIK"
## [1295] "TAT"
## [1296] "PGPEP1"
## [1297] "PER3"
## [1298] "ZCCHC11"
## [1299] "ZMYM5"
## [1300] "1700072I22RIK"
## [1301] "CD200"
## [1302] "ZKSCAN14"
## [1303] "RNF222"
## [1304] "4930435E12RIK"
## [1305] "ACAT1"
## [1306] "SLC35D1"
## [1307] "DSTYK"
## [1308] "CYYR1"
## [1309] "B130046B21RIK"
## [1310] "BLVRA"
## [1311] "RAB11FIP4"
## [1312] "CCNG1"
## [1313] "ZZZ3"
## [1314] "PRICKLE1"
## [1315] "CYP2C39"
## [1316] "RNF144A"
## [1317] "GM4858"
## [1318] "PVT1"
## [1319] "IFT122"
## [1320] "RNF170"
## [1321] "METTL8"
## [1322] "GM597"
## [1323] "ZFP563"
## [1324] "ZCCHC4"
## [1325] "RFTN2"
## [1326] "PRPF39"
## [1327] "1700037H04RIK"
## [1328] "KCNIP3"
## [1329] "PPP1R16A"
## [1330] "WDR13"
## [1331] "PPM1E"
## [1332] "STX11"
## [1333] "PDXK"
## [1334] "ASTE1"
## [1335] "GM10419"
## [1336] "CD276"
## [1337] "CDKL2"
## [1338] "RAPGEFL1"
## [1339] "TJP1"
## [1340] "GM13111"
## [1341] "LRP11"
## [1342] "4930447F24RIK"
## [1343] "PHC2"
## [1344] "EIF2AK3"
## [1345] "SF3A1"
## [1346] "TRIM45"
## [1347] "KCTD1"
## [1348] "DCBLD1"
## [1349] "CHORDC1"
## [1350] "YEATS4"
## [1351] "HERC1"
## [1352] "ERLIN2"
## [1353] "ADRA2A"
## [1354] "BC034902"
## [1355] "SEPP1"
## [1356] "TMPRSS11F"
## [1357] "2810474O19RIK"
## [1358] "COQ3"
## [1359] "CCDC34"
## [1360] "2810006K23RIK"
## [1361] "HSD11B1"
## [1362] "SAMD4B"
## [1363] "BSN"
## [1364] "PKIB"
## [1365] "RECQL"
## [1366] "G630016G05RIK"
## [1367] "ATP6V1G3"
## [1368] "EXOC6B"
## [1369] "ZFYVE26"
## [1370] "SLC8A2"
## [1371] "MMAB"
## [1372] "UBXN4"
## [1373] "METTL14"
## [1374] "HS2ST1"
## [1375] "TMX4"
## [1376] "PPFIBP2"
## [1377] "LRRC16A"
## [1378] "SLC7A13"
## [1379] "GOLPH3"
## [1380] "ARSJ"
## [1381] "GJA5"
## [1382] "ARHGAP19"
## [1383] "RILPL1"
## [1384] "TBXA2R"
## [1385] "BIRC5"
## [1386] "NCKAP1L"
## [1387] "4930451C15RIK"
## [1388] "PSKH1"
## [1389] "SLC25A45"
## [1390] "ZFP398"
## [1391] "PPP2R5C"
## [1392] "FBXW2"
## [1393] "NDUFS1"
## [1394] "SUMF1"
## [1395] "GPATCH2"
## [1396] "PALLD"
## [1397] "HRH3"
## [1398] "ADH6B"
## [1399] "GTF2IRD1"
## [1400] "GM12185"
## [1401] "EME1"
## [1402] "C430049E01RIK"
## [1403] "ATG16L1"
## [1404] "NLRP5"
## [1405] "RBM41"
## [1406] "ANGPTL2"
## [1407] "1810062O18RIK"
## [1408] "SEMA3C"
## [1409] "PCSK2"
## [1410] "CDK1"
## [1411] "KIF21B"
## [1412] "PDLIM7"
## [1413] "WBSCR22"
## [1414] "A330023F24RIK"
## [1415] "BCAT1"
## [1416] "PRPF4"
## [1417] "UMPS"
## [1418] "MYO1H"
## [1419] "GRIN2B"
## [1420] "FIBCD1"
## [1421] "PKD1"
## [1422] "MTMR4"
## [1423] "FNBP1"
## [1424] "9530077C05RIK"
## [1425] "CYB5B"
## [1426] "GM9903"
## [1427] "ERGIC1"
## [1428] "4833420G17RIK"
## [1429] "CDK5R2"
## [1430] "GM5878"
## [1431] "ATP2A3"
## [1432] "SEMA7A"
## [1433] "SCNN1G"
## [1434] "SIK1"
## [1435] "MICAL1"
## [1436] "RGS12"
## [1437] "GM4798"
## [1438] "SCFD1"
## [1439] "ATF7IP2"
## [1440] "PDE10A"
## [1441] "ANKFY1"
## [1442] "SH3D19"
## [1443] "SYN2"
## [1444] "AKNA"
## [1445] "EIF4EBP1"
## [1446] "MED13L"
## [1447] "TOMM70A"
## [1448] "9530026P05RIK"
## [1449] "VWC2L"
## [1450] "RGS11"
## [1451] "NIPSNAP3A"
## [1452] "CEP110"
## [1453] "ZFP407"
## [1454] "SLC9A3R2"
## [1455] "LY6G6E"
## [1456] "AQP6"
## [1457] "D630037F22RIK"
## [1458] "GYS1"
## [1459] "CFH"
## [1460] "MTDH"
## [1461] "FAM115C"
## [1462] "GNG2"
## [1463] "ETOHD2"
## [1464] "TTC28"
## [1465] "SLC24A3"
## [1466] "IGHMBP2"
## [1467] "PLA1A"
## [1468] "PROKR1"
## [1469] "BLK"
## [1470] "KL"
## [1471] "PSD3"
## [1472] "NKX1-2"
## [1473] "DCUN1D4"
## [1474] "SEC14L1"
## [1475] "SBNO2"
## [1476] "STAMBP"
## [1477] "SPATS2L"
## [1478] "NRP1"
## [1479] "H2-OB"
## [1480] "PRR3"
## [1481] "MMP11"
## [1482] "FBXO41"
## [1483] "POMT2"
## [1484] "HMGCS1"
## [1485] "OBFC1"
## [1486] "LARP4"
## [1487] "RIMKLA"
## [1488] "SLAIN2"
## [1489] "IMPACT"
## [1490] "VPS26A"
## [1491] "WDR73"
## [1492] "TMEM57"
## [1493] "FGF5"
## [1494] "GLS"
## [1495] "ARL13B"
## [1496] "KLHDC7A"
## [1497] "SERPINA12"
## [1498] "LFNG"
## [1499] "LRRC4"
## [1500] "ANKRD34A"
## [1501] "GM5134"
## [1502] "TECPR1"
## [1503] "PLP1"
## [1504] "6330408A02RIK"
## [1505] "WASF2"
## [1506] "RPH3A"
## [1507] "PRR9"
## [1508] "TSPAN31"
## [1509] "FOXK1"
## [1510] "IL1RN"
## [1511] "NCOA2"
## [1512] "9430065F17RIK"
## [1513] "ZXDA"
## [1514] "DHRS9"
## [1515] "PRKCB"
## [1516] "N6AMT1"
## [1517] "KCNAB2"
## [1518] "FLAD1"
## [1519] "MTUS2"
## [1520] "FUNDC2"
## [1521] "ZDHHC8"
## [1522] "IPO5"
## [1523] "GGT5"
## [1524] "ATP1A3"
## [1525] "RGS16"
## [1526] "ANO6"
## [1527] "PBX3"
## [1528] "TMEM18"
## [1529] "MAP3K4"
## [1530] "RNFT2"
## [1531] "FADD"
## [1532] "LOX"
## [1533] "SLC2A4"
## [1534] "GALK2"
## [1535] "9330188P03RIK"
## [1536] "DUSP19"
## [1537] "GM14085"
## [1538] "GM10634"
## [1539] "IL4RA"
## [1540] "NEK7"
## [1541] "PAPOLA"
## [1542] "ATG4C"
## [1543] "FICD"
## [1544] "TSPAN2"
## [1545] "0610009O20RIK"
## [1546] "A930011O12RIK"
## [1547] "EIF5A2"
## [1548] "ZNF512B"
## [1549] "GRIK1"
## [1550] "CYTH4"
## [1551] "CACNB4"
## [1552] "2410080I02RIK"
## [1553] "PCDH15"
## [1554] "MSI2"
## [1555] "GRM2"
## [1556] "UBE2B"
## [1557] "KIF5C"
## [1558] "2010002M12RIK"
## [1559] "NRD1"
## [1560] "SCN5A"
## [1561] "MAPK9"
## [1562] "RBM26"
## [1563] "TDGF1"
## [1564] "LMNB2"
## [1565] "BRMS1"
## [1566] "GDNF"
## [1567] "ANAPC5"
## [1568] "ZPBP2"
## [1569] "KCNJ16"
## [1570] "TAB2"
## [1571] "ZFP709"
## [1572] "MSI1"
## [1573] "RBM7"
## [1574] "BMPR1A"
## [1575] "LMBR1"
## [1576] "B3GALT5"
## [1577] "BCL2L1"
## [1578] "KCNK16"
## [1579] "TRAPPC9"
## [1580] "TTLL7"
## [1581] "DOCK5"
## [1582] "WARS2"
## [1583] "ALDH1A3"
## [1584] "ME3"
## [1585] "XIRP1"
## [1586] "YARS2"
## [1587] "PLEKHA6"
## [1588] "NUDCD3"
## [1589] "ETL4"
## [1590] "VDR"
## [1591] "GIMAP8"
## [1592] "RASA2"
## [1593] "PARP14"
## [1594] "SSBP3"
## [1595] "SLC38A1"
## [1596] "4930407I19RIK"
## [1597] "OGDH"
## [1598] "ABR"
## [1599] "MERTK"
## [1600] "TRP53INP1"
## [1601] "PRX"
## [1602] "A430057M04RIK"
## [1603] "TYR"
## [1604] "GOLM1"
## [1605] "KIFAP3"
## [1606] "CCBE1"
## [1607] "FAM163A"
## [1608] "A930015D03RIK"
## [1609] "KDM5D"
## [1610] "EID1"
## [1611] "ARHGEF9"
## [1612] "BC037034"
## [1613] "MMP15"
## [1614] "CLDN23"
## [1615] "CDAN1"
## [1616] "DENND4A"
## [1617] "GM3002"
## [1618] "DNAJB12"
## [1619] "TANC2"
## [1620] "GTF2A1"
## [1621] "GLRX3"
## [1622] "CTLA4"
## [1623] "APAF1"
## [1624] "IGFBP5"
## [1625] "HIC1"
## [1626] "TMEM201"
## [1627] "ILKAP"
## [1628] "LRRCC1"
## [1629] "MESDC2"
## [1630] "CGNL1"
## [1631] "AUH"
## [1632] "APBA1"
## [1633] "SAA2"
## [1634] "ETNK1"
## [1635] "NNT"
## [1636] "6030458C11RIK"
## [1637] "BC039771"
## [1638] "SON"
## [1639] "HSF2BP"
## [1640] "FAM167A"
## [1641] "GRHL2"
## [1642] "BC043934"
## [1643] "ECHS1"
## [1644] "TNFSF18"
## [1645] "ILTIFB"
## [1646] "PLEKHJ1"
## [1647] "KIF18A"
## [1648] "RPS6KB1"
## [1649] "GSDMA2"
## [1650] "BSG"
## [1651] "DUSP9"
## [1652] "1700028D13RIK"
## [1653] "KCTD12B"
## [1654] "UEVLD"
## [1655] "PDPK1"
## [1656] "9330155M09RIK"
## [1657] "LAMP2"
## [1658] "TRPS1"
## [1659] "SFRS18"
## [1660] "EPHB1"
## [1661] "JAK3"
## [1662] "MBTD1"
## [1663] "GATA5"
## [1664] "OLFR1502"
## [1665] "SEC24A"
## [1666] "ZSCAN12"
## [1667] "ABHD13"
## [1668] "UNC5D"
## [1669] "REEP5"
## [1670] "FGF23"
## [1671] "EIF1AD"
## [1672] "CYP4F15"
## [1673] "NEO1"
## [1674] "GPR157"
## [1675] "ASB12"
## [1676] "RALGAPB"
## [1677] "HEY2"
## [1678] "RNF39"
## [1679] "CLDN2"
## [1680] "TET2"
## [1681] "C530047H08RIK"
## [1682] "PTPN22"
## [1683] "PLD2"
## [1684] "TPSAB1"
## [1685] "FAM96A"
## [1686] "ADAMTSL3"
## [1687] "EXOC2"
## [1688] "CALM1"
## [1689] "NUDT8"
## [1690] "SPCS3"
## [1691] "RUFY2"
## [1692] "TPP1"
## [1693] "ZFHX4"
## [1694] "CHST3"
## [1695] "BRWD1"
## [1696] "DONSON"
## [1697] "CD3E"
## [1698] "ARHGEF18"
## [1699] "SHC1"
## [1700] "AF366264"
## [1701] "GPRC5A"
## [1702] "RAPGEF1"
## [1703] "ZFP740"
## [1704] "ZFP759"
## [1705] "PXDN"
## [1706] "TES"
## [1707] "TCERG1"
## [1708] "SLCO5A1"
## [1709] "RORA"
## [1710] "CAPN6"
## [1711] "SMARCC1"
## [1712] "WDR76"
## [1713] "ABCC5"
## [1714] "NTN3"
## [1715] "ZFP7"
## [1716] "5430435G22RIK"
## [1717] "ZFP719"
## [1718] "SMYD4"
## [1719] "I730028E13RIK"
## [1720] "PTPRG"
## [1721] "STRA13"
## [1722] "YAP1"
## [1723] "SCML2"
## [1724] "VPS37B"
## [1725] "MICALL1"
## [1726] "AARS2"
## [1727] "TXK"
## [1728] "ZFP608"
## [1729] "GAA"
## [1730] "NECAP2"
## [1731] "TNFRSF1B"
## [1732] "SH2D7"
## [1733] "CCDC25"
## [1734] "IP6K2"
## [1735] "A930012L18RIK"
## [1736] "LRRC15"
## [1737] "LRCH1"
## [1738] "GPR63"
## [1739] "CDH26"
## [1740] "NACC2"
## [1741] "UGGT1"
## [1742] "CLPB"
## [1743] "SEMA3G"
## [1744] "CYTH3"
## [1745] "TMED7"
## [1746] "INPP4A"
## [1747] "PLCG1"
## [1748] "EXOC8"
## [1749] "HYAL1"
## [1750] "TMEM194"
## [1751] "RAB3D"
## [1752] "1600020E01RIK"
## [1753] "C130074G19RIK"
## [1754] "RND3"
## [1755] "2810459M11RIK"
## [1756] "PRKCQ"
## [1757] "GP49A"
## [1758] "PFKFB2"
## [1759] "FAM131B"
## [1760] "NRARP"
## [1761] "GM7457"
## [1762] "NRCAM"
## [1763] "GSDMCL-PS"
## [1764] "PRDX6"
## [1765] "GM10389"
## [1766] "POLDIP3"
## [1767] "STK11IP"
## [1768] "ATAD5"
## [1769] "ACVR2A"
## [1770] "ITIH5"
## [1771] "IL17RD"
## [1772] "AMBRA1"
## [1773] "NECAP1"
## [1774] "ZFP276"
## [1775] "FUT10"
## [1776] "GRAMD1B"
## [1777] "NR6A1"
## [1778] "LRP2BP"
## [1779] "TRIM21"
## [1780] "ZFP516"
## [1781] "C330008G21RIK"
## [1782] "MLLT6"
## [1783] "BC021767"
## [1784] "ANKIB1"
## [1785] "PGR15L"
## [1786] "A430078G23RIK"
## [1787] "DAAM2"
## [1788] "STX3"
## [1789] "TMEM161B"
## [1790] "C3AR1"
## [1791] "ATP6V1A"
## [1792] "MRPS15"
## [1793] "PKIG"
## [1794] "FES"
## [1795] "RAP1GAP2"
## [1796] "MARVELD3"
## [1797] "HSDL1"
## [1798] "IFFO2"
## [1799] "SEC16A"
## [1800] "FMO9"
## [1801] "MRPL17"
## [1802] "CHD3"
## [1803] "ZSWIM4"
## [1804] "SLC11A1"
## [1805] "HNRNPA1"
## [1806] "NUP210"
## [1807] "DPP3"
## [1808] "ADRBK2"
## [1809] "9430021M05RIK"
## [1810] "LGI1"
## [1811] "D930048N14RIK"
## [1812] "CTSO"
## [1813] "CALU"
## [1814] "NIPBL"
## [1815] "CASKIN1"
## [1816] "BTRC"
## [1817] "SLMAP"
## [1818] "D830032E09RIK"
## [1819] "JAM3"
## [1820] "RGS19"
## [1821] "FBXO27"
## [1822] "VAMP1"
## [1823] "CER1"
## [1824] "2410003L11RIK"
## [1825] "TMC7"
## [1826] "DOLPP1"
## [1827] "MIER3"
## [1828] "IL1R1"
## [1829] "SLC25A4"
## [1830] "TRIB2"
## [1831] "ARHGAP4"
## [1832] "PPP1R12C"
## [1833] "SAA4"
## [1834] "ITGA9"
## [1835] "BRAF"
## [1836] "MZF1"
## [1837] "C2"
## [1838] "PIGQ"
## [1839] "AP1M2"
## [1840] "BMP3"
## [1841] "ZFP593"
## [1842] "EHHADH"
## [1843] "ANO10"
## [1844] "ABL2"
## [1845] "ASCL1"
## [1846] "DBX2"
## [1847] "NUAK1"
## [1848] "GUCY1A3"
## [1849] "NOVA1"
## [1850] "4930544L04RIK"
## [1851] "MECP2"
## [1852] "HEATR5A"
## [1853] "MTX2"
## [1854] "APOL6"
## [1855] "RNF220"
## [1856] "EXOSC9"
## [1857] "B930082K07RIK"
## [1858] "GRPEL2"
## [1859] "SRCAP"
## [1860] "CPA4"
## [1861] "TMEM115"
## [1862] "GM4876"
## [1863] "MOV10"
## [1864] "CEP192"
## [1865] "ATG2B"
## [1866] "FAM102A"
## [1867] "1700099I09RIK"
## [1868] "CEP170"
## [1869] "GM3896"
## [1870] "EXOC5"
## [1871] "INTU"
## [1872] "ZFP862"
## [1873] "TMEM167"
## [1874] "DMD"
## [1875] "RRAS"
## [1876] "GM867"
## [1877] "DSCAM"
## [1878] "IGF2BP1"
## [1879] "ZFP652"
## [1880] "NEUROG3"
## [1881] "GXYLT1"
## [1882] "2610042L04RIK"
## [1883] "TRAK1"
## [1884] "AI854703"
## [1885] "LRRC18"
## [1886] "L3MBTL2"
## [1887] "ZFP71-RS1"
## [1888] "4632433K11RIK"
## [1889] "GGTA1"
## [1890] "LMOD1"
## [1891] "SLFN1"
## [1892] "HMGCLL1"
## [1893] "ZFP28"
## [1894] "CSNK1E"
## [1895] "3010001F23RIK"
## [1896] "FNDC5"
## [1897] "NECAB1"
## [1898] "RBM22"
## [1899] "LACTB2"
## [1900] "KPNA1"
## [1901] "C8A"
## [1902] "ZFP622"
## [1903] "ATIC"
## [1904] "PRRX1"
## [1905] "SUSD1"
## [1906] "LRRC2"
## [1907] "4931408C20RIK"
## [1908] "MAP4K5"
## [1909] "MYH8"
## [1910] "9330111N05RIK"
## [1911] "CNOT1"
## [1912] "ARPP19"
## [1913] "NHSL1"
## [1914] "FOXN2"
## [1915] "D2HGDH"
## [1916] "2810407C02RIK"
## [1917] "WHSC1L1"
## [1918] "RSRC1"
## [1919] "ADARB2"
## [1920] "CASC4"
## [1921] "IGFBP4"
## [1922] "LDOC1L"
## [1923] "GPR56"
## [1924] "HAS3"
## [1925] "FAM120B"
## [1926] "ACTR1B"
## [1927] "HOMER2"
## [1928] "SLC36A1"
## [1929] "AP3S2"
## [1930] "B630005N14RIK"
## [1931] "TMC1"
## [1932] "EPB4.1"
## [1933] "FAM19A1"
## [1934] "PDIK1L"
## [1935] "SUSD2"
## [1936] "DCAF10"
## [1937] "MED6"
## [1938] "E030013I19RIK"
## [1939] "EGR3"
## [1940] "SURF4"
## [1941] "BICD1"
## [1942] "REPIN1"
## [1943] "PATL1"
## [1944] "D14ABB1E"
## [1945] "MAT2B"
## [1946] "ADRA2B"
## [1947] "TTC24"
## [1948] "ATF7IP"
## [1949] "LASP1"
## [1950] "ASTN2"
## [1951] "RBM20"
## [1952] "CTNS"
## [1953] "FAM175B"
## [1954] "UBE2D3"
## [1955] "CAR1"
## [1956] "TRAF6"
## [1957] "G630025P09RIK"
## [1958] "LTA4H"
## [1959] "PTK2"
## [1960] "POLD3"
## [1961] "PHACTR4"
## [1962] "SCD1"
## [1963] "B3GAT2"
## [1964] "MS4A8A"
## [1965] "LYVE1"
## [1966] "CCDC148"
## [1967] "NR2C2"
## [1968] "MPL"
## [1969] "SYNPO2L"
## [1970] "GNB4"
## [1971] "ZF12"
## [1972] "TRIM26"
## [1973] "ASAH2"
## [1974] "GSR"
## [1975] "ST7"
## [1976] "D630033O11RIK"
## [1977] "SP100"
## [1978] "TET3"
## [1979] "CNR2"
## [1980] "TM4SF5"
## [1981] "DTX4"
## [1982] "KCNK5"
## [1983] "ETV5"
## [1984] "PKHD1"
## [1985] "AP2A1"
## [1986] "KLF3"
## [1987] "SMS"
## [1988] "RAB27B"
## [1989] "AA536875"
## [1990] "MIPEP"
## [1991] "ZFP488"
## [1992] "PRKAB2"
## [1993] "CDC6"
## [1994] "CSMD1"
## [1995] "AW011738"
## [1996] "NLGN1"
## [1997] "PRDM1"
## [1998] "SHPRH"
## [1999] "MEIS3"
## [2000] "BC052688"
## [2001] "POLE4"
## [2002] "MYH10"
## [2003] "BTBD7"
## [2004] "CSF3R"
## [2005] "SLC39A2"
## [2006] "OLFR536"
## [2007] "USP3"
## [2008] "LMF1"
## [2009] "TRAF4"
## [2010] "ABCB10"
## [2011] "LARS2"
## [2012] "ZFP871"
## [2013] "ACOT11"
## [2014] "STAM"
## [2015] "2310022A10RIK"
## [2016] "SMARCD1"
## [2017] "IL2"
## [2018] "GM15800"
## [2019] "SNF8"
## [2020] "LMX1A"
## [2021] "DYM"
## [2022] "SCD2"
## [2023] "MYCBP2"
## [2024] "4930581F22RIK"
## [2025] "RAB11B"
## [2026] "GPS1"
## [2027] "SLC35F4"
## [2028] "ASPH"
## [2029] "SPRN"
## [2030] "ONECUT1"
## [2031] "SLC38A8"
## [2032] "FATE1"
## [2033] "EHD1"
## [2034] "MYO5A"
## [2035] "SLC15A2"
## [2036] "CASK"
## [2037] "TNRC6C"
## [2038] "DHRS7C"
## [2039] "TMEM215"
## [2040] "ADAMTS19"
## [2041] "DDX10"
## [2042] "FRK"
## [2043] "PMP22"
## [2044] "1200014J11RIK"
## [2045] "RUSC2"
## [2046] "KLF12"
## [2047] "AMZ2"
## [2048] "PGAM5"
## [2049] "KCNJ15"
## [2050] "EFR3B"
## [2051] "FMN2"
## [2052] "NARS2"
## [2053] "AFF4"
## [2054] "WSB2"
## [2055] "NPHP4"
## [2056] "IL4I1"
## [2057] "HMGXB4"
## [2058] "NPLOC4"
## [2059] "SLC38A7"
## [2060] "ZFP185"
## [2061] "NLK"
## [2062] "CNP"
## [2063] "CPLX3"
## [2064] "GM6583"
## [2065] "DNM3OS"
## [2066] "SGCG"
## [2067] "CLEC4A1"
## [2068] "A630020A06"
## [2069] "MTMR7"
## [2070] "TMEM161A"
## [2071] "ACP1"
## [2072] "SLC4A8"
## [2073] "SPSB4"
## [2074] "CKLF"
## [2075] "TEAD3"
## [2076] "RIMS3"
## [2077] "PTK7"
## [2078] "APC2"
## [2079] "SLC28A2"
## [2080] "NUCB1"
## [2081] "VMN2R10"
## [2082] "4732465J04RIK"
## [2083] "ATAD1"
## [2084] "PEX5"
## [2085] "C230081A13RIK"
## [2086] "ZBTB20"
## [2087] "GORASP1"
## [2088] "MTOR"
## [2089] "FAM43A"
## [2090] "AP3M2"
## [2091] "TKTL2"
## [2092] "ST8SIA6"
## [2093] "ANKRD52"
## [2094] "LMAN1"
## [2095] "KEG1"
## [2096] "CLCN6"
## [2097] "LRRC8D"
## [2098] "LRFN4"
## [2099] "NHLRC2"
## [2100] "INADL"
## [2101] "DLC1"
## [2102] "UVRAG"
## [2103] "OVGP1"
## [2104] "DDOST"
## [2105] "SLC38A6"
## [2106] "AGTR2"
## [2107] "EPHA1"
## [2108] "HEG1"
## [2109] "MTCH2"
## [2110] "MPI"
## [2111] "NAT10"
## [2112] "PHF3"
## [2113] "AR"
## [2114] "ZFAND2A"
## [2115] "SLC13A4"
## [2116] "LRP1B"
## [2117] "NSG2"
## [2118] "E030003E18RIK"
## [2119] "PRTG"
## [2120] "GKAP1"
## [2121] "SDR42E1"
## [2122] "EPHA8"
## [2123] "GM16499"
## [2124] "TRPM1"
## [2125] "USP20"
## [2126] "CMAH"
## [2127] "CAMK4"
## [2128] "ITGA4"
## [2129] "CD200R3"
## [2130] "TNFSF10"
## [2131] "ORMDL1"
## [2132] "LOC627891"
## [2133] "FBXW17"
## [2134] "PRRG3"
## [2135] "PRDM5"
## [2136] "PALM2"
## [2137] "TAOK1"
## [2138] "BTF3L4"
## [2139] "EPX"
## [2140] "PPP1R2"
## [2141] "HS6ST2"
## [2142] "HSPA14"
## [2143] "SERINC4"
## [2144] "WIPF2"
## [2145] "ZKSCAN17"
## [2146] "ZFP68"
## [2147] "PTGS2"
## [2148] "GM4793"
## [2149] "PTK6"
## [2150] "BAHD1"
## [2151] "ATR"
## [2152] "NPC2"
## [2153] "OBSCN"
## [2154] "GPR155"
## [2155] "SMUG1"
## [2156] "CAPNS1"
## [2157] "FBXL5"
## [2158] "EPHB2"
## [2159] "ROBO2"
## [2160] "PARP9"
## [2161] "1700016L04RIK"
## [2162] "CHM"
## [2163] "INTS4"
## [2164] "2210408F21RIK"
## [2165] "C920021L13RIK"
## [2166] "ARID1B"
## [2167] "ELOVL1"
## [2168] "HDAC11"
## [2169] "PARD6G"
## [2170] "SLC2A13"
## [2171] "GPR137B"
## [2172] "GSDMC2"
## [2173] "FTSJ1"
## [2174] "MACROD2"
## [2175] "CREG1"
## [2176] "ADAM28"
## [2177] "TLN1"
## [2178] "2310014L17RIK"
## [2179] "NAP1L1"
## [2180] "PIGN"
## [2181] "CSPG5"
## [2182] "PPP2R3A"
## [2183] "VWA5A"
## [2184] "TTLL12"
## [2185] "CLDN1"
## [2186] "KLHL24"
## [2187] "ADAM22"
## [2188] "NEU3"
## [2189] "PLD6"
## [2190] "NIPAL4"
## [2191] "RNF130"
## [2192] "RASSF4"
## [2193] "PCNXL2"
## [2194] "FANCC"
## [2195] "GAD2"
## [2196] "ACER2"
## [2197] "9230117E06RIK"
## [2198] "PLA2G4D"
## [2199] "CRB2"
## [2200] "UBE2E1"
## [2201] "TMEM104"
## [2202] "CX3CR1"
## [2203] "GUCA1B"
## [2204] "NRXN2"
## [2205] "ATG9A"
## [2206] "MGA"
## [2207] "LGR5"
## [2208] "RGS2"
## [2209] "ATF6B"
## [2210] "BTG2"
## [2211] "ZCCHC6"
## [2212] "PNMA2"
## [2213] "TMEM79"
## [2214] "DVL3"
## [2215] "ADH6-PS1"
## [2216] "1700020I14RIK"
## [2217] "NUP214"
## [2218] "1700001C19RIK"
## [2219] "GFM2"
## [2220] "SH3YL1"
## [2221] "PI4KA"
## [2222] "DDB1"
## [2223] "FAM178A"
## [2224] "ZBTB46"
## [2225] "TNNI3K"
## [2226] "MEG3"
## [2227] "FAR2"
## [2228] "FCHSD2"
## [2229] "PIAS4"
## [2230] "TCTE2"
## [2231] "PEX6"
## [2232] "FOXO1"
## [2233] "4930425L21RIK"
## [2234] "KCNA1"
## [2235] "PTCD3"
## [2236] "4930529M08RIK"
## [2237] "TRPM5"
## [2238] "CPLX4"
## [2239] "CD28"
## [2240] "PEG10"
## [2241] "LYNX1"
## [2242] "HOXB4"
## [2243] "NPEPL1"
## [2244] "E130309D14RIK"
## [2245] "DENND3"
## [2246] "GRIP2"
## [2247] "AGPAT5"
## [2248] "PTPRM"
## [2249] "TXNDC5"
## [2250] "ZFP456"
## [2251] "TNFSF13B"
## [2252] "EXOC3"
## [2253] "DUSP28"
## [2254] "GPRC5C"
## [2255] "RICTOR"
## [2256] "PIF1"
## [2257] "IFT57"
## [2258] "STEAP2"
## [2259] "DNAJC18"
## [2260] "CAMK1D"
## [2261] "PPM1A"
## [2262] "BC037704"
## [2263] "BYSL"
## [2264] "NAA15"
## [2265] "PLEKHA4"
## [2266] "SCAI"
## [2267] "GM13139"
## [2268] "ZFP597"
## [2269] "HMCN1"
## [2270] "ZFP160"
## [2271] "ARHGAP29"
## [2272] "DNAJC12"
## [2273] "TXNDC11"
## [2274] "ATP10B"
## [2275] "FRY"
## [2276] "TUBA1B"
## [2277] "2010111I01RIK"
## [2278] "LOXL4"
## [2279] "ERC2"
## [2280] "4932438A13RIK"
## [2281] "1110057K04RIK"
## [2282] "PGAP3"
## [2283] "PLEK2"
## [2284] "NARG2"
## [2285] "GPX7"
## [2286] "AFF1"
## [2287] "ZBP1"
## [2288] "SMOK4A"
## [2289] "ZFP11"
## [2290] "MANEAL"
## [2291] "COL4A1"
## [2292] "CCDC78"
## [2293] "ACSS1"
## [2294] "LSM14A"
## [2295] "ZFP280B"
## [2296] "SLC19A2"
## [2297] "COL4A2"
## [2298] "NYNRIN"
## [2299] "BRCC3"
## [2300] "EP300"
## [2301] "CPNE7"
## [2302] "DENND1A"
## [2303] "ASCL3"
## [2304] "LIFR"
## [2305] "TRAPPC5"
## [2306] "UHRF1BP1"
## [2307] "FMR1"
## [2308] "STK40"
## [2309] "SLC41A2"
## [2310] "ZBTB43"
## [2311] "RAB11FIP1"
## [2312] "ADAMTS20"
## [2313] "RNMT"
## [2314] "MTMR2"
## [2315] "ENC1"
## [2316] "VMN1R58"
## [2317] "ASAH1"
## [2318] "KLHL12"
## [2319] "COL6A2"
## [2320] "CD209E"
## [2321] "MAGI1"
## [2322] "GNAO1"
## [2323] "TRPM3"
## [2324] "GOLGA7B"
## [2325] "DPY19L1"
## [2326] "GM5108"
## [2327] "CALD1"
## [2328] "IER3IP1"
## [2329] "UGP2"
## [2330] "GML"
## [2331] "SYT1"
## [2332] "CWF19L1"
## [2333] "DICER1"
## [2334] "LIMD1"
## [2335] "SLC7A1"
## [2336] "SOX11"
## [2337] "ST8SIA2"
## [2338] "DNAJB11"
## [2339] "SNAP29"
## [2340] "4930532M18RIK"
## [2341] "A530054K11RIK"
## [2342] "CADM3"
## [2343] "IDS"
## [2344] "ISLR2"
## [2345] "MAP3K3"
## [2346] "BRCA1"
## [2347] "NID1"
## [2348] "PRODH"
## [2349] "AGPAT1"
## [2350] "RINL"
## [2351] "MAPK1"
## [2352] "FUBP1"
## [2353] "SYPL2"
## [2354] "PID1"
## [2355] "GM13476"
## [2356] "9930013L23RIK"
## [2357] "BCL7C"
## [2358] "UHRF1BP1L"
## [2359] "9530051G07RIK"
## [2360] "CEBPD"
## [2361] "IGF2BP2"
## [2362] "HIST1H2AC"
## [2363] "MPG"
## [2364] "LYST"
## [2365] "APBB1IP"
## [2366] "MED20"
## [2367] "4931406H21RIK"
## [2368] "MELK"
## [2369] "SUCLG2"
## [2370] "FAM84B"
## [2371] "ZFP462"
## [2372] "PSME3"
## [2373] "BC068157"
## [2374] "4931406C07RIK"
## [2375] "SMCR7L"
## [2376] "CRP"
## [2377] "AQP2"
## [2378] "RPGRIP1L"
## [2379] "CELF2"
## [2380] "SLC24A2"
## [2381] "FAM117A"
## [2382] "GM16432"
## [2383] "5730588L14RIK"
## [2384] "LOC545966"
## [2385] "MAN2B1"
## [2386] "N28178"
## [2387] "RFNG"
## [2388] "PTPRD"
## [2389] "ZC3HAV1"
## [2390] "KHK"
## [2391] "LSM11"
## [2392] "SNRNP48"
## [2393] "FEV"
## [2394] "KLF6"
## [2395] "PITPNM3"
## [2396] "RPRML"
## [2397] "B230325K18RIK"
## [2398] "SLC9A1"
## [2399] "AKAP8"
## [2400] "ATXN3"
## [2401] "COMMD2"
## [2402] "PLA2G15"
## [2403] "CDK6"
## [2404] "FIGNL1"
## [2405] "GRK1"
## [2406] "SULT4A1"
## [2407] "GM6999"
## [2408] "NKAIN2"
## [2409] "DIO2"
## [2410] "CSRNP2"
## [2411] "ZIK1"
## [2412] "SDHAF2"
## [2413] "GCK"
## [2414] "PPAPDC2"
## [2415] "IPO9"
## [2416] "KCNK18"
## [2417] "PPIL2"
## [2418] "LSAMP"
## [2419] "VPS13A"
## [2420] "UCHL3"
## [2421] "GM6086"
## [2422] "VPS13C"
## [2423] "FGF15"
## [2424] "HCN1"
## [2425] "IQCK"
## [2426] "ZFP30"
## [2427] "RPAP1"
## [2428] "NME1"
## [2429] "RCL1"
## [2430] "FBLN5"
## [2431] "PPM1D"
## [2432] "BTBD3"
## [2433] "SCN8A"
## [2434] "4930523C07RIK"
## [2435] "GDAP1L1"
## [2436] "ALKBH1"
## [2437] "CYP3A41A"
## [2438] "PSG29"
## [2439] "CXCR2"
## [2440] "SLC26A9"
## [2441] "TMEM177"
## [2442] "PIBF1"
## [2443] "MED15"
## [2444] "PRPS2"
## [2445] "PPP1R9A"
## [2446] "HSD3B2"
## [2447] "SLC11A2"
## [2448] "CORO1C"
## [2449] "CSNK1D"
## [2450] "POT1B"
## [2451] "2700089E24RIK"
## [2452] "GABRA4"
## [2453] "DVL2"
## [2454] "COPZ1"
## [2455] "RSF1"
## [2456] "TAF5"
## [2457] "PHYHIP"
## [2458] "CD164"
## [2459] "CCDC97"
## [2460] "ENTPD6"
## [2461] "RXFP3"
## [2462] "UBE2J1"
## [2463] "CALCR"
## [2464] "PLCXD3"
## [2465] "CASP12"
## [2466] "PHF20L1"
## [2467] "ZFP831"
## [2468] "KCNK3"
## [2469] "PMM2"
## [2470] "PCCB"
## [2471] "NDRG1"
## [2472] "PTPRJ"
## [2473] "RPF2"
## [2474] "D730039F16RIK"
## [2475] "BB287469"
## [2476] "BRPF3"
## [2477] "BRD8"
## [2478] "DUSP6"
## [2479] "CASC3"
## [2480] "C330018A13RIK"
## [2481] "DUSP7"
## [2482] "SIK2"
## [2483] "NGP"
## [2484] "TAF8"
## [2485] "CLINT1"
## [2486] "TBATA"
## [2487] "PLA2G4C"
## [2488] "TMEM125"
## [2489] "4930417O13RIK"
## [2490] "CYLD"
## [2491] "CD96"
## [2492] "STYX"
## [2493] "NAPG"
## [2494] "OPCML"
## [2495] "USP8"
## [2496] "TAF4B"
## [2497] "CYTH1"
## [2498] "AJAP1"
## [2499] "CDC23"
## [2500] "ORAI1"
## [2501] "SEL1L3"
## [2502] "TRIM71"
## [2503] "HNRNPM"
## [2504] "PMAIP1"
## [2505] "SSTR3"
## [2506] "CLCC1"
## [2507] "SORT1"
## [2508] "GM3696"
## [2509] "SRRM1"
## [2510] "COL3A1"
## [2511] "GABRB3"
## [2512] "ZFP433"
## [2513] "ZFP712"
## [2514] "STXBP4"
## [2515] "XK"
## [2516] "SIT1"
## [2517] "KDELR3"
## [2518] "4933404I11RIK"
## [2519] "CD99L2"
## [2520] "PDGFB"
## [2521] "CCDC39"
## [2522] "AOX1"
## [2523] "PLA2G2F"
## [2524] "FUZ"
## [2525] "CPN1"
## [2526] "ANGPTL3"
## [2527] "KCNQ2"
## [2528] "OSTM1"
## [2529] "IPO8"
## [2530] "KCNC1"
## [2531] "DNAHC5"
## [2532] "5430400D12RIK"
## [2533] "SEH1L"
## [2534] "SPON2"
## [2535] "RFX5"
## [2536] "PRR5L"
## [2537] "RRAGC"
## [2538] "PPTC7"
## [2539] "LAIR1"
## [2540] "RP1"
## [2541] "IARS2"
## [2542] "MRPL34"
## [2543] "XPO7"
## [2544] "IL22"
## [2545] "AP3D1"
## [2546] "GOLGA2"
## [2547] "IL20RB"
## [2548] "FASTKD1"
## [2549] "SLC39A8"
## [2550] "TBC1D13"
## [2551] "5430425J12RIK"
## [2552] "CDC25B"
## [2553] "FREM2"
## [2554] "MAMDC2"
## [2555] "GM10516"
## [2556] "SOX9"
## [2557] "LANCL2"
## [2558] "HTR5A"
## [2559] "B130024G19RIK"
## [2560] "ZFP526"
## [2561] "A330009N23RIK"
## [2562] "BCL7B"
## [2563] "SALL3"
## [2564] "KBTBD11"
## [2565] "SEC63"
## [2566] "CIAPIN1"
## [2567] "GM11194"
## [2568] "AKAP10"
## [2569] "MLLT3"
## [2570] "GPR165"
## [2571] "CYP2J6"
## [2572] "PCSK7"
## [2573] "CNR1"
## [2574] "SLC6A6"
## [2575] "FOXR1"
## [2576] "CPNE5"
## [2577] "RAB33B"
## [2578] "S100A1"
## [2579] "VAMP3"
## [2580] "1700066B19RIK"
## [2581] "SGCB"
## [2582] "YPEL2"
## [2583] "C2CD2"
## [2584] "GRM7"
## [2585] "GABRG2"
## [2586] "E2F2"
## [2587] "TGIF2"
## [2588] "SMG1"
## [2589] "FOXK2"
## [2590] "WNT9B"
## [2591] "TTC23L"
## [2592] "A530072M11RIK"
## [2593] "SEMA4F"
## [2594] "REEP1"
## [2595] "RELN"
## [2596] "RAD54L2"
## [2597] "WFDC5"
## [2598] "AWAT2"
## [2599] "CLN5"
## [2600] "FAT4"
## [2601] "SHISA6"
## [2602] "HK2"
## [2603] "RAG1"
## [2604] "ANAPC1"
## [2605] "PSTK"
## [2606] "KCNJ10"
## [2607] "TNFRSF23"
## [2608] "MTF1"
## [2609] "4930506M07RIK"
## [2610] "NIPSNAP1"
## [2611] "ZFP697"
## [2612] "RRM2"
## [2613] "TRIM42"
## [2614] "1700029F12RIK"
## [2615] "RTP1"
## [2616] "ADAMTS6"
## [2617] "P4HTM"
## [2618] "PSMD2"
## [2619] "LMAN2"
## [2620] "CHKA"
## [2621] "CCND2"
## [2622] "ERO1L"
## [2623] "SLC15A1"
## [2624] "CACNA1E"
## [2625] "CHAF1B"
## [2626] "RAB37"
## [2627] "ZMYM6"
## [2628] "NTM"
## [2629] "4930402D18RIK"
## [2630] "KLRC2"
## [2631] "XCR1"
## [2632] "B230354K17RIK"
## [2633] "SDK1"
## [2634] "REEP4"
## [2635] "CPT1C"
## [2636] "NFKB2"
## [2637] "LMTK2"
## [2638] "DOT1L"
## [2639] "HIST1H2BE"
## [2640] "KCTD7"
## [2641] "4921513I03RIK"
## [2642] "TOB2"
## [2643] "TMED4"
## [2644] "INTS12"
## [2645] "KCND3"
## [2646] "UGGT2"
## [2647] "SHPK"
## [2648] "MRPL19"
## [2649] "OLFR121"
## [2650] "TEAD1"
## [2651] "PDCD7"
## [2652] "TSEN34"
## [2653] "RHOBTB2"
## [2654] "DGCR14"
## [2655] "BC058420"
## [2656] "DTNB"
## [2657] "LEPROTL1"
## [2658] "SPRYD4"
## [2659] "SPRY4"
## [2660] "AFAP1"
## [2661] "GABPB1"
## [2662] "TMEM214"
## [2663] "LEP"
## [2664] "BFSP2"
## [2665] "TBX19"
## [2666] "GLB1"
## [2667] "HDGFRP3"
## [2668] "PNP"
## [2669] "BHLHA15"
## [2670] "BOD1L"
## [2671] "E2F7"
## [2672] "GYPC"
## [2673] "D230017M19RIK"
## [2674] "CRLF3"
## [2675] "PYCR1"
## [2676] "DOCK2"
## [2677] "RABGAP1L"
## [2678] "ZFAND3"
## [2679] "ZRANB2"
## [2680] "LAMC3"
## [2681] "BIK"
## [2682] "CRK"
## [2683] "EPHA4"
## [2684] "NXNL1"
## [2685] "PIGV"
## [2686] "ARFGEF2"
## [2687] "SH3BGRL2"
## [2688] "TDO2"
## [2689] "ZCCHC5"
## [2690] "4933413J09RIK"
## [2691] "GM6498"
## [2692] "A230051N06RIK"
## [2693] "3110082I17RIK"
## [2694] "KLHL5"
## [2695] "9530052C20RIK"
## [2696] "SDK2"
## [2697] "MAOA"
## [2698] "UGT3A1"
## [2699] "CHD7"
## [2700] "WNT9A"
## [2701] "CAT"
## [2702] "GABRA3"
## [2703] "FAM110B"
## [2704] "3110006O06RIK"
## [2705] "TRIM67"
## [2706] "4933415F23RIK"
## [2707] "CYP2C38"
## [2708] "SLC30A4"
## [2709] "KHDRBS2"
## [2710] "ZFP120"
## [2711] "2810047C21RIK1"
## [2712] "NSUN2"
## [2713] "ABCB7"
## [2714] "FAM57A"
## [2715] "BCKDK"
## [2716] "HSD3B6"
## [2717] "4921536K21RIK"
## [2718] "FOXN4"
## [2719] "GPCPD1"
## [2720] "4930524L23RIK"
## [2721] "MS4A18"
## [2722] "FGR"
## [2723] "HIST3H2BA"
## [2724] "CHD9"
## [2725] "1700029H14RIK"
## [2726] "RAI14"
## [2727] "ELAC1"
## [2728] "FAM194A"
## [2729] "DPP6"
## [2730] "EIF5B"
## [2731] "CALM4"
## [2732] "PIGU"
## [2733] "ING5"
## [2734] "A330008L17RIK"
## [2735] "FAM13B"
## [2736] "COPA"
## [2737] "PLAA"
## [2738] "IL10"
## [2739] "F13A1"
## [2740] "A930009E05RIK"
## [2741] "SAMD8"
## [2742] "ARCN1"
## [2743] "TMEFF2"
## [2744] "KPNA7"
## [2745] "SLC43A1"
## [2746] "RAD23B"
## [2747] "WDR33"
## [2748] "USP49"
## [2749] "CSTF3"
## [2750] "CENPL"
## [2751] "1810013L24RIK"
## [2752] "GABRB2"
## [2753] "PTGDS"
## [2754] "DNAHC7B"
## [2755] "FREM1"
## [2756] "DOCK9"
## [2757] "RMND1"
## [2758] "TMEM29"
## [2759] "FOXJ3"
## [2760] "ZKSCAN1"
## [2761] "FAM160B2"
## [2762] "ITPKC"
## [2763] "ABCB11"
## [2764] "4933417D19RIK"
## [2765] "GPR137B-PS"
## [2766] "CCNL2"
## [2767] "GNB3"
## [2768] "SFXN5"
## [2769] "APH1C"
## [2770] "CYB5R4"
## [2771] "GM5101"
## [2772] "CC2D1A"
## [2773] "LIN52"
## [2774] "RASGRP4"
## [2775] "C820005J03RIK"
## [2776] "GALNT1"
## [2777] "2310035C23RIK"
## [2778] "RIAN"
## [2779] "IKZF4"
## [2780] "FADS3"
## [2781] "PROSC"
## [2782] "FLYWCH1"
## [2783] "RGS9"
## [2784] "OCIAD1"
## [2785] "EPS8L1"
## [2786] "SDC2"
## [2787] "ZFP113"
## [2788] "SLC16A14"
## [2789] "COL5A3"
## [2790] "MAP2K5"
## [2791] "STAT2"
## [2792] "ZFP553"
## [2793] "METTL6"
## [2794] "SENP1"
## [2795] "BPHL"
## [2796] "TMEM47"
## [2797] "CENPC1"
## [2798] "STARD5"
## [2799] "9430020K01RIK"
## [2800] "NKAIN3"
## [2801] "TCAM1"
## [2802] "CCL22"
## [2803] "GM7729"
## [2804] "ERMAP"
## [2805] "DPP9"
## [2806] "TERF2IP"
## [2807] "GJE1"
## [2808] "VRK2"
## [2809] "HELQ"
## [2810] "MMGT1"
## [2811] "PACS2"
## [2812] "SERINC1"
## [2813] "USP9X"
## [2814] "GPR123"
## [2815] "N4BP2L2"
## [2816] "CDS1"
## [2817] "2210016L21RIK"
## [2818] "GGA3"
## [2819] "BC016579"
## [2820] "COG8"
## [2821] "VPS13B"
## [2822] "RLIM"
## [2823] "CNIH"
## [2824] "NUP188"
## [2825] "ABCE1"
## [2826] "DAD1"
## [2827] "GNAQ"
## [2828] "TMEM130"
## [2829] "GDF6"
## [2830] "CASP4"
## [2831] "RELL1"
## [2832] "SLC19A1"
## [2833] "CCDC163"
## [2834] "ANKRD44"
## [2835] "NSA2"
## [2836] "CAR2"
## [2837] "SLC29A3"
## [2838] "HBEGF"
## [2839] "SLC7A11"
## [2840] "ACSS2"
## [2841] "MRPS25"
## [2842] "PGM3"
## [2843] "MEGF10"
## [2844] "SMURF1"
## [2845] "ZFP362"
## [2846] "TERT"
## [2847] "SLC34A2"
## [2848] "SLC20A1"
## [2849] "FAM13C"
## [2850] "DSCR3"
## [2851] "CREG2"
## [2852] "TAB1"
## [2853] "PHLPP2"
## [2854] "GALNT2"
## [2855] "ROCK2"
## [2856] "ORAOV1"
## [2857] "AP3M1"
## [2858] "OSGIN2"
## [2859] "WNT1"
## [2860] "APOBEC2"
## [2861] "L3MBTL3"
## [2862] "ONECUT2"
## [2863] "RSBN1L"
## [2864] "IGSF11"
## [2865] "MURC"
## [2866] "B230120H23RIK"
## [2867] "NFIA"
## [2868] "SIPA1L1"
## [2869] "D930028M14RIK"
## [2870] "MUC3"
## [2871] "LPAR2"
## [2872] "PKP1"
## [2873] "RGS8"
## [2874] "1700016G14RIK"
## [2875] "4930543N07RIK"
## [2876] "IGF2"
## [2877] "SRPX2"
## [2878] "NFRKB"
## [2879] "NQO1"
## [2880] "PASK"
## [2881] "TSC1"
## [2882] "SIRT7"
## [2883] "1700018B24RIK"
## [2884] "B230307C23RIK"
## [2885] "CBLN4"
## [2886] "CAMK2A"
## [2887] "1700055N04RIK"
## [2888] "MTHFR"
## [2889] "FBXW10"
## [2890] "ZFP748"
## [2891] "KYNU"
## [2892] "PAPPA"
## [2893] "RPS24"
## [2894] "CRAMP1L"
## [2895] "DDX21"
## [2896] "CSMD2"
## [2897] "ZFP523"
## [2898] "ITGAV"
## [2899] "4921529L05RIK"
## [2900] "UBXN1"
## [2901] "GAS8"
## [2902] "TPBPA"
## [2903] "EPPK1"
## [2904] "GM1070"
## [2905] "NTN1"
## [2906] "TROVE2"
## [2907] "COL22A1"
## [2908] "TNFAIP3"
## [2909] "RFC3"
## [2910] "ROBO1"
## [2911] "HRAS1"
## [2912] "CNN1"
## [2913] "GRIP1"
## [2914] "GABRD"
## [2915] "DOCK4"
## [2916] "GFOD1"
## [2917] "HAT1"
## [2918] "PFKFB4"
## [2919] "PIP4K2B"
## [2920] "RAB8B"
## [2921] "HAS2"
## [2922] "C920009B18RIK"
## [2923] "FNTB"
## [2924] "BC048559"
## [2925] "PLCE1"
## [2926] "DOPEY2"
## [2927] "NPHP3"
## [2928] "ELAVL1"
## [2929] "MRPL50"
## [2930] "2010012O05RIK"
## [2931] "MED9"
## [2932] "4933431K23RIK"
## [2933] "FAM126A"
## [2934] "ELF5"
## [2935] "MED25"
## [2936] "CAMK2B"
## [2937] "BRDT"
## [2938] "ZFR2"
## [2939] "MEX3A"
## [2940] "KDM4C"
## [2941] "ADARB1"
## [2942] "PMPCA"
## [2943] "ARPP21"
## [2944] "BNIP1"
## [2945] "EFCAB8"
## [2946] "ATAD3A"
## [2947] "RASSF8"
## [2948] "SLC31A2"
## [2949] "GM15053"
## [2950] "A830011K09RIK"
## [2951] "IDI2"
## [2952] "TYW1"
## [2953] "ABHD10"
## [2954] "PRAMEL1"
## [2955] "TMEM30A"
## [2956] "MMP12"
## [2957] "FGF16"
## [2958] "CHD4"
## [2959] "PARVG"
## [2960] "ARHGAP11A"
## [2961] "ONECUT3"
## [2962] "SSBP2"
## [2963] "MLL3"
## [2964] "DCLK1"
## [2965] "STX8"
## [2966] "BC049265"
## [2967] "VOPP1"
## [2968] "HK1"
## [2969] "RNF111"
## [2970] "SOCS7"
## [2971] "PLXNC1"
## [2972] "TMED5"
## [2973] "FBXO42"
## [2974] "CAR12"
## [2975] "WDR35"
## [2976] "LARGE"
## [2977] "ZBTB22"
## [2978] "RDH1"
## [2979] "ZBTB49"
## [2980] "ITSN1"
## [2981] "AI197445"
## [2982] "MFRP"
## [2983] "GM904"
## [2984] "ATL2"
## [2985] "MKRN2"
## [2986] "MSRB3"
## [2987] "PIR"
## [2988] "ELP2"
## [2989] "ZFP91"
## [2990] "KRT26"
## [2991] "CPD"
## [2992] "TMEM116"
## [2993] "TMEM170"
## [2994] "TLK1"
## [2995] "SH2D4A"
## [2996] "NUP98"
## [2997] "CXX1C"
## [2998] "IDH2"
## [2999] "SERPINA4-PS1"
## [3000] "CNPY1"
## [3001] "F730048M01RIK"
## [3002] "GTF3C2"
## [3003] "5430416O09RIK"
## [3004] "AQP1"
## [3005] "PTCD1"
## [3006] "NPC1"
## [3007] "GM5784"
## [3008] "PSG26"
## [3009] "GM13262"
## [3010] "CD274"
## [3011] "OSBPL8"
## [3012] "RBMX"
## [3013] "MCPH1"
## [3014] "LRRC59"
## [3015] "EXT2"
## [3016] "PSG25"
## [3017] "DMRTA1"
## [3018] "GM1653"
## [3019] "GDPD4"
## [3020] "GM5166"
## [3021] "ADCY10"
## [3022] "F730311O21RIK"
## [3023] "1810009N23RIK"
## [3024] "TTC39B"
## [3025] "FAM101B"
## [3026] "1110059G10RIK"
## [3027] "POP5"
## [3028] "PAX1"
## [3029] "MBNL1"
## [3030] "EFTUD1"
## [3031] "STMN2"
## [3032] "ZFP664"
## [3033] "AKAP6"
## [3034] "ZBTB40"
## [3035] "ZFP106"
## [3036] "CAPZA2"
## [3037] "FAM73A"
## [3038] "RASL12"
## [3039] "EFNB3"
## [3040] "ELOVL3"
## [3041] "GGPS1"
## [3042] "GM5643"
## [3043] "FAM115A"
## [3044] "ARC"
## [3045] "LYSMD3"
## [3046] "GLTPD1"
## [3047] "TMEM180"
## [3048] "AI593442"
## [3049] "SLCO1A4"
## [3050] "CHFR"
## [3051] "UBFD1"
## [3052] "KPNA6"
## [3053] "GRID2"
## [3054] "DMP1"
## [3055] "MYO1B"
## [3056] "EGLN2"
## [3057] "SRGAP3"
## [3058] "E230001N04RIK"
## [3059] "2310069G16RIK"
## [3060] "9530053A07RIK"
## [3061] "TMX3"
## [3062] "CCDC15"
## [3063] "TSPAN3"
## [3064] "MUM1L1"
## [3065] "LRRC9"
## [3066] "FOXL1"
## [3067] "USP22"
## [3068] "MED10"
## [3069] "PRPH2"
## [3070] "ZFP334"
## [3071] "P2RY4"
## [3072] "CDH12"
## [3073] "4933424M12RIK"
## [3074] "DUSP11"
## [3075] "UBXN2B"
## [3076] "1200011I18RIK"
## [3077] "RNGTT"
## [3078] "OPN1MW"
## [3079] "PCGF3"
## [3080] "CSNK2A2"
## [3081] "DYNLT3"
## [3082] "SLC10A5"
## [3083] "ATPAF1"
## [3084] "TCF23"
## [3085] "C330005M16RIK"
## [3086] "KCNH1"
## [3087] "CHD6"
## [3088] "CAR10"
## [3089] "NT5E"
## [3090] "CCDC42"
## [3091] "VAMP7"
## [3092] "TRAF3IP2"
## [3093] "9430016H08RIK"
## [3094] "CCDC3"
## [3095] "SLC9A3"
## [3096] "D930020B18RIK"
## [3097] "VPS26B"
## [3098] "IQSEC2"
## [3099] "COMMD7"
## [3100] "CCDC158"
## [3101] "THBD"
## [3102] "OMP"
## [3103] "DDX24"
## [3104] "PLN"
## [3105] "G730013B05RIK"
## [3106] "MPP7"
## [3107] "FNBP1L"
## [3108] "SMAP2"
## [3109] "SH2D1B1"
## [3110] "TMEM98"
## [3111] "GM5478"
## [3112] "NAT8L"
## [3113] "POMP"
## [3114] "SHC2"
## [3115] "HMG20A"
## [3116] "WNT3A"
## [3117] "SECTM1A"
## [3118] "LRP8"
## [3119] "ZC3H10"
## [3120] "ZFP397"
## [3121] "ST5"
## [3122] "ADC"
## [3123] "ESR2"
## [3124] "MESDC1"
## [3125] "RHOJ"
## [3126] "NACC1"
## [3127] "MAN1B1"
## [3128] "SCLT1"
## [3129] "IMPAD1"
## [3130] "QARS"
## [3131] "ZFP689"
## [3132] "COG2"
## [3133] "BCAM"
## [3134] "BRIP1"
## [3135] "SACM1L"
## [3136] "TTF1"
## [3137] "GM4890"
## [3138] "ATP1A2"
## [3139] "CXXC4"
## [3140] "STK24"
## [3141] "ERF"
## [3142] "KLHL2"
## [3143] "PLEKHG5"
## [3144] "WBSCR17"
## [3145] "QSOX1"
## [3146] "LRRC55"
## [3147] "UBA2"
## [3148] "E330009J07RIK"
## [3149] "TCRB-J"
## [3150] "PRKX"
## [3151] "BRI3"
## [3152] "ST8SIA1"
## [3153] "2010110K18RIK"
## [3154] "CD226"
## [3155] "MED29"
## [3156] "TYROBP"
## [3157] "GM15401"
## [3158] "MRGPRA3"
## [3159] "GPR55"
## [3160] "1700073E17RIK"
## [3161] "MSR1"
## [3162] "4930547E14RIK"
## [3163] "RGP1"
## [3164] "C330004P14RIK"
## [3165] "COL4A5"
## [3166] "LPCAT2"
## [3167] "CYP2J9"
## [3168] "CHST2"
## [3169] "D930048G16RIK"
## [3170] "SVIP"
## [3171] "D11WSU47E"
## [3172] "FAM20B"
## [3173] "LNX1"
## [3174] "PTRF"
## [3175] "WNT10A"
## [3176] "SLC27A4"
## [3177] "PPARGC1A"
An alternative is that we translate our human MSigDB collection to mouse gene set, and throw away terms specific to human (such as chromosome location).
Thankfully someone already did just this for us (and they also do regular updates).
We can find mouse translations from human here and we can load the RDS object directly into our session.
## [1] "list"
This contains a named list gene sets converted to mouse Entrez IDs.
## $HALLMARK_TNFA_SIGNALING_VIA_NFKB
## [1] "11303" "11304" "27403" "268379" "74591" "11305" "12778" "11839"
## [9] "11910" "67972" "11941" "320707" "381290" "14595" "56336" "12044"
## [17] "12047" "12045" "12046" "12051" "12053" "20893" "11797" "11796"
## [25] "17951" "17952" "17940" "17948" "12156" "12226" "194735" "436199"
## [33] "12227" "12228" "20293" "20296" "20292" "20306" "20297" "20303"
## [41] "20304" "16007" "14219" "12443" "12444" "12445" "56706" "56036"
## [49] "54199" "12505" "12515" "12519" "12522" "12575" "12608" "12609"
## [57] "12633" "56708" "12977" "12981" "14825" "20310" "330122" "20309"
## [65] "15945" "56066" "20311" "230073" "19347" "320560" "67035" "71712"
## [73] "19252" "319520" "13537" "240672" "13614" "13636" "13653" "13654"
## [81] "13655" "13660" "57440" "98878" "259300" "20918" "68969" "23872"
## [89] "14063" "14066" "14221" "14281" "14282" "14283" "14284" "14345"
## [97] "14373" "13197" "23882" "17873" "14528" "14579" "14584" "321019"
## [105] "15200" "15205" "15894" "15898" "50723" "230623" "230613" "329918"
## [113] "15902" "15936" "15937" "15939" "71586" "15958" "15959" "667370"
## [121] "15980" "16160" "16169" "16173" "16175" "16176" "83430" "16193"
## [129] "16195" "16197" "16323" "16324" "16362" "384783" "16369" "16367"
## [137] "16449" "16450" "16476" "16477" "16478" "216850" "22290" "21847"
## [145] "16598" "16600" "16596" "236537" "23849" "16601" "70789" "16780"
## [153] "16835" "22359" "16878" "56722" "17133" "26397" "26399" "26410"
## [161] "17118" "17210" "17681" "17119" "17869" "107771" "59027" "54446"
## [169] "18024" "18030" "18033" "18034" "18035" "18037" "18081" "15370"
## [177] "18227" "18124" "108078" "381816" "55991" "208098" "18578" "238871"
## [185] "110385" "18577" "56376" "67399" "18626" "18627" "170768" "18640"
## [193] "18639" "270198" "21664" "22113" "18792" "18793" "56193" "20620"
## [201] "67916" "65112" "108767" "17872" "19219" "19225" "19224" "19267"
## [209] "19262" "19288" "54720" "19696" "19697" "19698" "11852" "192656"
## [217] "75234" "30945" "20229" "20971" "18788" "20725" "18787" "20393"
## [225] "17691" "235344" "104681" "20527" "20525" "227659" "17127" "17126"
## [233] "20621" "12702" "20656" "20698" "74646" "211949" "18412" "20850"
## [241] "20851" "21353" "21354" "21815" "99929" "24088" "21923" "21926"
## [249] "21928" "21929" "21930" "106869" "21942" "21950" "57783" "231130"
## [257] "22029" "211770" "106628" "21807" "22151" "227613" "73710" "22154"
## [265] "22153" "22152" "545486" "67951" "22339" "230734" "229055" "230738"
## [273] "22695"
##
## $HALLMARK_HYPOXIA
## [1] "12778" "11535" "11541" "11540" "11639" "56248"
## [7] "83397" "11674" "79459" "353204" "230163" "11676"
## [13] "11717" "57875" "52231" "12306" "11910" "11977"
## [19] "11979" "117592" "14422" "12032" "12043" "12111"
## [25] "20893" "12177" "100043324" "12209" "12226" "194735"
## [31] "436199" "12227" "76459" "12368" "12389" "19285"
## [37] "109042" "20324" "16007" "14219" "22403" "12452"
## [43] "12575" "12576" "12577" "54371" "60322" "53374"
## [49] "17684" "12831" "12829" "12828" "107581" "53867"
## [55] "71355" "94216" "373864" "12824" "12825" "12826"
## [61] "12827" "12830" "12832" "12836" "12842" "12843"
## [67] "12870" "15203" "13008" "12767" "13179" "13198"
## [73] "74747" "26757" "12933" "22240" "12934" "13527"
## [79] "13528" "19252" "319520" "13615" "13636" "13638"
## [85] "13649" "13869" "13866" "13867" "13806" "433182"
## [91] "13807" "13808" "50527" "74155" "23871" "14042"
## [97] "14066" "70186" "14121" "14120" "14281" "14284"
## [103] "56484" "14387" "69983" "14635" "14433" "100039229"
## [109] "100042427" "100042025" "622339" "14447" "74185" "103988"
## [115] "14538" "93692" "14733" "14734" "14735" "23888"
## [121] "14751" "76238" "14936" "232493" "15116" "110611"
## [127] "211208" "245598" "15211" "15212" "15275" "15277"
## [133] "216019" "212032" "15368" "15417" "15427" "15476"
## [139] "14828" "15481" "15482" "15512" "193740" "15931"
## [145] "15937" "16006" "16009" "16011" "16193" "216136"
## [151] "16322" "384783" "16369" "16367" "57444" "68048"
## [157] "229504" "107817" "16476" "16477" "16478" "105785"
## [163] "66913" "68137" "104263" "108829" "277250" "16572"
## [169] "16573" "16574" "23849" "93691" "75785" "16770"
## [175] "16795" "228366" "16828" "16833" "16948" "17035"
## [181] "17133" "26401" "17319" "17748" "17750" "17859"
## [187] "17886" "17880" "17883" "17882" "17879" "17885"
## [193] "17884" "544791" "71960" "77579" "140781" "668940"
## [199] "17888" "56174" "13004" "17988" "15531" "83398"
## [205] "17423" "83814" "18030" "12457" "14815" "18451"
## [211] "18452" "18484" "18534" "74551" "18591" "228026"
## [217] "236900" "170768" "18640" "18639" "270198" "18641"
## [223] "56421" "18642" "56012" "18648" "18654" "18655"
## [229] "18663" "72157" "226041" "66681" "70974" "18682"
## [235] "18712" "223775" "18770" "18772" "231507" "18793"
## [241] "11520" "108767" "19017" "68507" "327814" "233977"
## [247] "17872" "53412" "54683" "18750" "18751" "18752"
## [253] "19309" "110078" "110095" "19664" "19883" "52187"
## [259] "54170" "20198" "268686" "60406" "50724" "20778"
## [265] "12492" "15529" "20970" "20971" "20342" "20341"
## [271] "18787" "20439" "13358" "20525" "20528" "20527"
## [277] "56485" "435818" "14385" "21366" "51795" "52331"
## [283] "20855" "20856" "54200" "100043194" "76971" "638251"
## [289] "434121" "629203" "434264" "629219" "20859" "21753"
## [295] "236749" "245376" "21809" "21810" "21817" "331046"
## [301] "99929" "83553" "74419" "21881" "56277" "69457"
## [307] "21929" "21983" "21985" "21991" "22022" "216558"
## [313] "22339" "22346" "22359" "16835" "78889" "170750"
## [319] "22695" "30046" "109263"
##
## $HALLMARK_CHOLESTEROL_HOMEOSTASIS
## [1] "11305" "224530" "110460" "60525" "11465" "11461"
## [7] "26876" "69117" "100417514" "11522" "11529" "11532"
## [13] "11658" "11676" "71914" "69787" "11747" "11910"
## [19] "107503" "20239" "54140" "12411" "12527" "12660"
## [25] "12759" "231207" "12387" "16480" "66102" "13121"
## [31] "13360" "13595" "51798" "74155" "66071" "16592"
## [37] "56473" "76267" "60527" "228151" "14104" "50762"
## [43] "230903" "14137" "110196" "104174" "14677" "14678"
## [49] "14679" "69590" "68312" "14862" "14863" "14864"
## [55] "14867" "14866" "14865" "110006" "15357" "208715"
## [61] "15360" "15490" "319554" "16449" "16450" "16835"
## [67] "22359" "16854" "19141" "16956" "16987" "105853"
## [73] "192156" "17855" "18030" "63913" "18194" "68671"
## [79] "236900" "18793" "22038" "18828" "78459" "68603"
## [85] "108767" "19016" "20195" "277089" "235293" "20250"
## [91] "20249" "30049" "329065" "20347" "20775" "20788"
## [97] "20787" "170459" "56389" "73166" "69071" "27279"
## [103] "60599" "228775"
##
## $HALLMARK_MITOTIC_SPINDLE
## [1] "11308" "329165" "11350" "11352" "109934" "110279"
## [7] "60595" "11472" "109711" "11474" "75547" "236266"
## [13] "74018" "68743" "11789" "106952" "212285" "11845"
## [19] "211673" "99371" "76932" "78514" "71544" "71302"
## [25] "544817" "214137" "171207" "117600" "259302" "11855"
## [31] "232906" "192662" "213498" "69632" "16800" "71704"
## [37] "54126" "73341" "68724" "67166" "66615" "20878"
## [43] "12927" "12125" "30948" "11799" "12190" "12235"
## [49] "12345" "108686" "68339" "12442" "12488" "217232"
## [55] "12540" "226751" "217866" "240505" "104445" "104252"
## [61] "56699" "12534" "214444" "229841" "108000" "219103"
## [67] "21461" "21462" "100041352" "12009" "17120" "70799"
## [73] "16328" "74360" "74470" "75786" "76707" "76499"
## [79] "56430" "269713" "81910" "26920" "216846" "54141"
## [85] "104318" "27373" "13043" "19158" "19157" "19159"
## [91] "13383" "23859" "13385" "53310" "218977" "94176"
## [97] "330662" "68813" "238130" "208869" "13518" "13424"
## [103] "110082" "110084" "327954" "110350" "330355" "13411"
## [109] "237806" "69926" "627872" "68097" "13605" "269587"
## [115] "13822" "105988" "22350" "17698" "19684" "223254"
## [121] "227377" "67141" "224014" "14163" "13998" "26382"
## [127] "30938" "192176" "286940" "68794" "14086" "238021"
## [133] "276919" "227753" "20259" "11567" "22349" "15185"
## [139] "56233" "320191" "16151" "77963" "170833" "16319"
## [145] "16443" "20403" "23924" "231912" "74187" "16551"
## [151] "209737" "207607" "16561" "16560" "240641" "110033"
## [157] "71819" "73804" "16563" "16569" "16568" "16570"
## [163] "383592" "16571" "16573" "16582" "16572" "16574"
## [169] "16579" "16593" "16594" "74764" "208628" "268958"
## [175] "73647" "170725" "12333" "12334" "70394" "16798"
## [181] "50523" "16897" "217325" "16906" "16907" "16905"
## [187] "72416" "270058" "26403" "269881" "234878" "338372"
## [193] "13589" "17118" "232944" "226778" "100043566" "100043665"
## [199] "620736" "628475" "381937" "545926" "100043638" "13728"
## [205] "17318" "23947" "68041" "77579" "71960" "17880"
## [211] "17886" "17883" "17882" "17879" "17885" "17884"
## [217] "544791" "140781" "668940" "17888" "71602" "17916"
## [223] "17925" "17973" "17974" "67052" "18003" "18005"
## [229] "56349" "18015" "18080" "18129" "18128" "18132"
## [235] "18131" "101706" "108907" "94190" "18472" "72333"
## [241] "76073" "18536" "18541" "56376" "67399" "208084"
## [247] "18764" "329064" "101497" "18817" "232314" "233406"
## [253] "277360" "109294" "19303" "226407" "227800" "29809"
## [259] "338346" "26934" "19765" "56705" "74334" "217944"
## [265] "192786" "76089" "218397" "114713" "19414" "226525"
## [271] "69601" "240057" "19687" "23912" "214952" "59040"
## [277] "78757" "19877" "19878" "66406" "72776" "53860"
## [283] "71774" "110380" "24061" "140557" "13006" "70099"
## [289] "234214" "20662" "20740" "20739" "20742" "20743"
## [295] "80297" "20741" "237860" "231637" "20853" "232533"
## [301] "106504" "223697" "104027" "381921" "216965" "330177"
## [307] "108903" "21844" "24001" "228012" "24086" "21973"
## [313] "72119" "223435" "545156" "64930" "22137" "22145"
## [319] "22143" "22144" "22147" "22146" "22142" "53857"
## [325] "238463" "56427" "74237" "259279" "233276" "328580"
## [331] "22294" "22330" "83767" "242687" "73178" "22376"
## [337] "22627"
##
## $HALLMARK_WNT_BETA_CATENIN_SIGNALING
## [1] "11491" "12005" "12006" "12444" "12443" "12445" "27373" "104318"
## [9] "12387" "16480" "26965" "13380" "234130" "13388" "54485" "13543"
## [17] "13544" "13542" "27412" "14296" "212398" "14362" "57265" "14369"
## [25] "14370" "14367" "14677" "14678" "14679" "232232" "15182" "15184"
## [33] "56233" "208727" "15213" "15214" "16449" "16450" "14534" "18519"
## [41] "16842" "103806" "433586" "17869" "107771" "20602" "20185" "59287"
## [49] "93960" "18128" "18129" "18132" "18131" "18222" "19015" "19165"
## [57] "19206" "19207" "19664" "27401" "21414" "22059" "22408" "22419"
## [65] "22418" "22420"
##
## $HALLMARK_TGF_BETA_SIGNALING
## [1] "11477" "11789" "94246" "29815" "12156" "12166" "12168" "12550"
## [9] "12560" "12561" "107951" "12577" "12387" "16480" "13805" "14225"
## [17] "14226" "14272" "18550" "18553" "18551" "18552" "433759" "15182"
## [25] "15181" "15258" "15257" "15259" "15901" "15902" "15903" "15980"
## [33] "16477" "16476" "16478" "21847" "320202" "13590" "16997" "268977"
## [41] "108075" "26409" "20602" "20185" "18121" "65112" "19042" "232941"
## [49] "19045" "19047" "434233" "17872" "106572" "19334" "11848" "67653"
## [57] "11853" "18787" "20481" "20482" "20515" "20516" "17125" "17129"
## [65] "55994" "17127" "17126" "17130" "17131" "75788" "66313" "20742"
## [73] "20743" "80297" "20740" "20741" "21803" "21812" "11479" "269275"
## [81] "21815" "21825" "21828" "12845" "21827" "21872" "21873" "27375"
## [89] "94093" "21848" "66105" "73318" "56550" "381534" "97064" "11798"
## [97] "17951" "17952" "17940" "17948"
##
## $HALLMARK_IL6_JAK_STAT3_SIGNALING
## [1] "232345" "17837" "17836" "104681" "232400" "11287" "11479" "269275"
## [9] "21812" "11482" "12018" "12402" "20306" "20292" "20293" "20296"
## [17] "12768" "12770" "12475" "12491" "12494" "12182" "12505" "12527"
## [25] "12804" "57914" "12977" "12981" "12982" "16188" "12984" "12983"
## [33] "16190" "12986" "14825" "20310" "330122" "20309" "15945" "56066"
## [41] "55985" "17329" "21673" "50498" "14102" "79201" "14784" "71520"
## [49] "23897" "15368" "15975" "15979" "15980" "16155" "16161" "16164"
## [57] "16169" "16172" "50905" "16182" "16176" "16177" "16178" "16184"
## [65] "16186" "16193" "16195" "16196" "16199" "16326" "16362" "16391"
## [73] "16401" "104099" "16416" "16476" "16477" "16478" "16847" "16994"
## [81] "17000" "26410" "17874" "18414" "16880" "54635" "56744" "320207"
## [89] "18712" "223775" "18780" "19246" "19247" "19255" "19692" "19693"
## [97] "12703" "12702" "56324" "20846" "20848" "20849" "20847" "21803"
## [105] "24088" "21926" "27279" "21937" "21938" "94185" "54721" "16451"
## [113] "16452"
##
## $HALLMARK_DNA_REPAIR
## [1] "223921" "11486" "11512" "11513" "11514" "224129"
## [7] "104110" "210044" "432530" "56436" "100043022" "76850"
## [13] "236511" "239528" "214150" "11636" "56248" "11639"
## [19] "21681" "56009" "100043227" "100043231" "100043239" "100043292"
## [25] "100861880" "70988" "435615" "100043224" "100043235" "100043247"
## [31] "637578" "100861901" "627488" "667692" "100861891" "11821"
## [37] "54208" "57278" "84004" "27061" "66162" "66653"
## [43] "76025" "218630" "72269" "26370" "98985" "22169"
## [49] "12856" "228410" "13135" "67665" "13194" "107986"
## [55] "94223" "27369" "110074" "59022" "68969" "20918"
## [61] "13716" "27224" "13870" "70333" "13871" "13872"
## [67] "50505" "22592" "71991" "14156" "105446" "23918"
## [73] "625249" "54722" "235459" "229906" "98053" "14884"
## [79] "209357" "66467" "70239" "14923" "15163" "15452"
## [85] "23917" "100042069" "16434" "16881" "70456" "268395"
## [91] "18100" "68092" "58202" "57314" "27632" "74164"
## [97] "18102" "79059" "56520" "230103" "18160" "50773"
## [103] "103850" "107569" "68106" "68219" "74167" "18538"
## [109] "18540" "18578" "238871" "110385" "18577" "18588"
## [115] "78600" "667034" "18950" "18968" "18969" "18970"
## [121] "18971" "67967" "69745" "105948585" "66979" "80905"
## [127] "56626" "20016" "20018" "66136" "20020" "20021"
## [133] "69241" "66420" "69833" "67710" "245841" "69920"
## [139] "20022" "17749" "74414" "69870" "107939" "19075"
## [145] "19361" "19365" "66679" "56044" "56438" "100043674"
## [151] "19823" "19714" "19718" "69263" "106344" "72151"
## [157] "67897" "19891" "68240" "382985" "20135" "66406"
## [163] "53378" "53421" "57743" "75062" "17129" "55994"
## [169] "227644" "330959" "67996" "57317" "20833" "20908"
## [175] "20922" "100041294" "20924" "20930" "24075" "216185"
## [181] "66464" "99730" "21341" "21343" "108143" "102216272"
## [187] "21357" "57813" "56334" "100862175" "22059" "22088"
## [193] "22171" "22247" "68134" "236733" "14479" "22258"
## [199] "66914" "72749" "330192" "194309" "22591" "69020"
## [205] "52696"
##
## $HALLMARK_G2M_CHECKPOINT
## [1] "11350" "11352" "11702" "100041585" "238247" "94246"
## [7] "107503" "22589" "20878" "20877" "20871" "12021"
## [13] "12051" "11799" "12190" "12235" "12237" "26885"
## [19] "12412" "12428" "12442" "12443" "12444" "12445"
## [25] "12449" "12455" "107995" "12530" "12531" "217232"
## [31] "12544" "23834" "12545" "12534" "12567" "12576"
## [37] "12580" "72391" "12615" "229841" "108000" "27221"
## [43] "12649" "234852" "54124" "624855" "66197" "13018"
## [49] "26965" "26554" "99375" "72584" "75717" "27214"
## [55] "68278" "53817" "245474" "13405" "22288" "13497"
## [61] "13486" "21915" "13555" "242705" "13557" "104394"
## [67] "13559" "13640" "13645" "105988" "14030" "26909"
## [73] "14056" "14055" "14088" "67141" "71375" "27041"
## [79] "272551" "14852" "14853" "15270" "319173" "621893"
## [85] "319176" "319191" "319162" "232440" "319171" "15267"
## [91] "319192" "319163" "319164" "319165" "319166" "319167"
## [97] "319168" "319169" "319170" "665433" "319172" "51788"
## [103] "77605" "319184" "68024" "319179" "319180" "319181"
## [109] "319183" "319185" "319186" "319187" "319188" "319189"
## [115] "78303" "319182" "319190" "665596" "665622" "15251"
## [121] "13819" "15260" "15361" "111241" "15364" "15354"
## [127] "619829" "15331" "100042405" "625514" "115488195" "15366"
## [133] "71653" "11991" "51810" "209448" "15481" "15482"
## [139] "193740" "14828" "15512" "15511" "15574" "210554"
## [145] "16201" "20744" "16319" "15374" "23924" "231912"
## [151] "16551" "209737" "207607" "240641" "110033" "71819"
## [157] "73804" "16563" "16571" "16573" "16582" "16572"
## [163] "16574" "67956" "76464" "16647" "100043906" "16211"
## [169] "98386" "16882" "16906" "16907" "16905" "56150"
## [175] "65964" "26416" "19094" "17118" "17216" "17215"
## [181] "17218" "17219" "17268" "17536" "17345" "17420"
## [187] "17750" "17748" "17765" "17865" "17864" "17869"
## [193] "107771" "50927" "17975" "67052" "18005" "70769"
## [199] "18129" "18128" "18132" "18131" "107823" "18193"
## [205] "234135" "101706" "18141" "78482" "269966" "108907"
## [211] "18263" "18286" "26429" "56452" "18472" "52033"
## [217] "100710" "71521" "18817" "20873" "18854" "18969"
## [223] "18973" "77782" "233406" "19076" "27374" "19134"
## [229] "30939" "19290" "19291" "26934" "19357" "19359"
## [235] "19366" "226525" "69601" "240057" "19650" "19651"
## [241] "56275" "102902673" "19891" "73086" "56613" "60406"
## [247] "50724" "71514" "20496" "20495" "20497" "105727"
## [253] "11987" "11989" "11988" "20539" "17127" "17126"
## [259] "20588" "68094" "24061" "140557" "14211" "70099"
## [265] "20641" "20775" "110809" "14105" "20382" "245492"
## [271] "268996" "20842" "20843" "50878" "20460" "16765"
## [277] "20937" "56403" "74326" "21335" "210106" "21781"
## [283] "21803" "21887" "21888" "21885" "21917" "212999"
## [289] "238799" "21969" "72960" "21973" "72119" "20462"
## [295] "22036" "78733" "22137" "68612" "77891" "80914"
## [301] "22245" "19704" "22427" "103573" "231386"
##
## $HALLMARK_APOPTOSIS
## [1] "11518" "27360" "11519" "72168" "11732" "16952"
## [7] "11820" "11910" "54140" "12028" "27061" "12042"
## [13] "12048" "12049" "12125" "12050" "12111" "12122"
## [19] "12124" "11796" "11797" "17951" "17952" "17940"
## [25] "17948" "171543" "12156" "12177" "100043324" "12189"
## [31] "12227" "436199" "194735" "12226" "12228" "12362"
## [37] "12366" "12367" "12363" "12368" "12369" "12370"
## [43] "12371" "12389" "12427" "12443" "12444" "12445"
## [49] "12475" "12481" "12494" "12182" "12505" "12515"
## [55] "12531" "12566" "12575" "12576" "12633" "12759"
## [61] "12914" "328572" "107869" "12387" "16480" "74256"
## [67] "223453" "65111" "13179" "13198" "13347" "66593"
## [73] "15502" "100037258" "74006" "99586" "13595" "13655"
## [79] "13730" "13807" "433182" "13806" "13808" "13866"
## [85] "13869" "13649" "13867" "13874" "225363" "14061"
## [91] "14062" "14102" "79201" "14103" "14149" "235180"
## [97] "13197" "23882" "17873" "14528" "14676" "14775"
## [103] "14778" "75512" "14780" "625249" "227753" "20259"
## [109] "11567" "22349" "14782" "14863" "14864" "14867"
## [115] "14862" "14865" "14866" "68312" "14919" "245650"
## [121] "14958" "15234" "97165" "15368" "15507" "15937"
## [127] "66141" "68713" "80876" "74482" "213002" "69147"
## [133] "73835" "15977" "15979" "16004" "16012" "16173"
## [139] "16175" "16176" "16193" "16362" "57444" "68048"
## [145] "229504" "16476" "16477" "16478" "16668" "16842"
## [151] "16854" "16905" "16906" "16907" "17022" "228355"
## [157] "17210" "17314" "17390" "18003" "380684" "18040"
## [163] "18479" "18481" "224105" "18569" "18596" "18595"
## [169] "18611" "18791" "18796" "18797" "18798" "18795"
## [175] "229791" "58801" "225849" "26932" "19058" "19059"
## [181] "19063" "18646" "19164" "19165" "14083" "19401"
## [187] "218772" "19411" "19697" "67442" "11852" "214952"
## [193] "59040" "24014" "19877" "19878" "20229" "20230"
## [199] "235293" "20515" "20516" "17131" "17130" "20655"
## [205] "20656" "20740" "20739" "18412" "21354" "21808"
## [211] "21814" "21857" "21858" "21859" "21926" "27279"
## [217] "22035" "21973" "12257" "56338" "22334" "22390"
## [223] "11798"
##
## $HALLMARK_NOTCH_SIGNALING
## [1] "226548" "109689" "216869" "12443" "12444" "12445"
## [7] "26965" "13388" "54485" "14357" "207521" "74198"
## [13] "103583" "12234" "14362" "57265" "14369" "14367"
## [19] "14370" "15205" "56198" "15214" "16449" "16450"
## [25] "14534" "18519" "16848" "17305" "19719" "270118"
## [31] "18128" "18129" "18132" "18131" "19015" "18750"
## [37] "18751" "18752" "19165" "66340" "56438" "100043674"
## [43] "19823" "60406" "50724" "21402" "54613" "21416"
## [49] "21415" "22413" "22418" "22419"
##
## $HALLMARK_ADIPOGENESIS
## [1] "11303" "11304" "27403" "268379" "74591" "11305"
## [7] "74610" "52538" "11363" "11364" "11409" "104112"
## [13] "11429" "11430" "11512" "11513" "11514" "224129"
## [19] "104110" "210044" "432530" "246747" "11450" "68465"
## [25] "28169" "68262" "26926" "11637" "11669" "72535"
## [31] "19378" "26358" "11668" "56847" "11674" "79459"
## [37] "353204" "11600" "57875" "11804" "11816" "11836"
## [43] "109880" "110157" "11861" "56298" "73991" "109168"
## [49] "11933" "28080" "116848" "12039" "94044" "12053"
## [55] "12266" "12268" "15139" "12359" "19285" "20324"
## [61] "109042" "12452" "12476" "68498" "66205" "12491"
## [67] "12580" "103172" "12675" "16150" "12683" "14311"
## [73] "69574" "66588" "12819" "12822" "12826" "12829"
## [79] "12828" "107581" "53867" "71355" "94216" "373864"
## [85] "12824" "12825" "12827" "12830" "12831" "12832"
## [91] "12836" "12842" "12843" "230027" "52064" "67914"
## [97] "12861" "66142" "78174" "12868" "12896" "12908"
## [103] "12647" "12974" "71832" "66445" "13120" "13119"
## [109] "81906" "666168" "13118" "230639" "435802" "100040843"
## [115] "13117" "277753" "13171" "13202" "67460" "13350"
## [121] "13360" "66375" "209183" "216820" "235339" "13382"
## [127] "27362" "66148" "67171" "51798" "93747" "232089"
## [133] "170439" "18606" "209558" "18605" "13850" "26379"
## [139] "23943" "110826" "11770" "18857" "21884" "14085"
## [145] "14366" "23881" "13197" "23882" "74185" "66092"
## [151] "14732" "102247" "231510" "14571" "268566" "14778"
## [157] "75512" "14780" "625249" "17713" "15107" "227095"
## [163] "80888" "15926" "269951" "67834" "15929" "243996"
## [169] "15979" "76614" "16404" "16400" "209378" "16443"
## [175] "20403" "67767" "16775" "16776" "16774" "16846"
## [181] "16880" "18414" "16890" "14792" "16956" "17001"
## [187] "225028" "26412" "26411" "399510" "72039" "17448"
## [193] "17436" "109264" "107029" "23945" "66447" "108958"
## [199] "77037" "27395" "67247" "66112" "56428" "107589"
## [205] "109019" "69917" "68202" "70316" "102634451" "66916"
## [211] "68349" "69721" "18107" "18108" "27047" "18405"
## [217] "18406" "18407" "18569" "18618" "56273" "170768"
## [223] "18640" "18639" "270198" "18641" "72157" "226041"
## [229] "102693" "16922" "223775" "18712" "11520" "18984"
## [235] "19016" "19043" "232941" "108954" "11757" "50907"
## [241] "69956" "19218" "110391" "19376" "13476" "70335"
## [247] "57264" "57263" "67442" "66878" "67809" "29864"
## [253] "68750" "20168" "68653" "20778" "12492" "20280"
## [259] "67680" "66052" "20509" "116914" "20514" "13358"
## [265] "27376" "26457" "26569" "330064" "217430" "20618"
## [271] "20655" "20411" "268301" "13602" "59010" "16651"
## [277] "20850" "20851" "13830" "229277" "56451" "20887"
## [283] "53315" "57429" "57430" "215895" "21351" "21353"
## [289] "21881" "74419" "83553" "22057" "22117" "246221"
## [295] "22190" "22187" "56085" "54609" "94232" "22245"
## [301] "80914" "22228" "66152" "66594" "22273" "22272"
## [307] "22340" "22628" "22629"
##
## $HALLMARK_ESTROGEN_RESPONSE_EARLY
## [1] "268860" "27410" "381072" "268379" "67928" "320631"
## [7] "233810" "54608" "226251" "231148" "319713" "432530"
## [13] "11514" "11512" "11515" "27360" "11518" "11519"
## [19] "17355" "93736" "11640" "67689" "73458" "621603"
## [25] "23802" "71790" "11828" "11835" "11839" "56350"
## [31] "142688" "14595" "12017" "58208" "14025" "12043"
## [37] "20893" "233016" "76459" "12308" "12311" "54598"
## [43] "76025" "12398" "12395" "12396" "22403" "12443"
## [49] "12444" "12445" "12505" "12614" "53883" "107934"
## [55] "212862" "99712" "12700" "53624" "69454" "20315"
## [61] "232174" "546726" "97998" "13360" "71412" "28200"
## [67] "20148" "50768" "243362" "236920" "67117" "13655"
## [73] "13709" "13710" "54326" "68801" "71946" "77411"
## [79] "207920" "98952" "223254" "227377" "14104" "69169"
## [85] "14137" "14200" "14228" "14229" "286940" "192176"
## [91] "68794" "14281" "17300" "14234" "14302" "14389"
## [97] "14585" "14609" "414089" "11605" "268527" "381157"
## [103] "15205" "15460" "80888" "16001" "16010" "50905"
## [109] "16195" "16324" "16323" "101490" "229504" "68048"
## [115] "57444" "217837" "16452" "54721" "16451" "71529"
## [121] "241769" "16529" "193796" "76804" "230674" "21847"
## [127] "16600" "16598" "69540" "16663" "16665" "16668"
## [133] "16669" "16691" "16763" "16206" "269473" "320398"
## [139] "17762" "328329" "56527" "17776" "76199" "327987"
## [145] "23989" "243864" "266815" "75007" "171531" "77015"
## [151] "223726" "381269" "17695" "17829" "17863" "18432"
## [157] "17864" "17865" "17869" "107771" "226101" "26903"
## [163] "83762" "78914" "78286" "260315" "215690" "17965"
## [169] "20602" "20185" "18166" "268903" "56488" "237082"
## [175] "56177" "229759" "99543" "13603" "107586" "18426"
## [181] "18442" "57385" "23972" "23971" "53318" "59020"
## [187] "18631" "18667" "225845" "58801" "27205" "105675"
## [193] "76453" "64292" "19329" "106572" "19334" "268480"
## [199] "19401" "218772" "19411" "19419" "240168" "225182"
## [205] "52250" "225362" "19713" "66270" "73296" "11854"
## [211] "20112" "110651" "20111" "67071" "107094" "20778"
## [217] "12492" "20276" "67815" "103655" "380683" "20347"
## [223] "55948" "24056" "20439" "20501" "116914" "20509"
## [229] "20510" "55963" "20520" "56517" "30805" "94249"
## [235] "238384" "13521" "231583" "26458" "225579" "20525"
## [241] "20528" "20527" "224674" "56857" "106957" "11988"
## [247] "11989" "11987" "20539" "26941" "65962" "69226"
## [253] "20675" "20681" "20682" "20856" "54200" "100043194"
## [259] "76971" "638251" "434121" "629203" "434264" "629219"
## [265] "20859" "225115" "319613" "20972" "171180" "74694"
## [271] "21420" "21784" "21786" "228839" "21817" "331046"
## [277] "207596" "229595" "21844" "24001" "99929" "27375"
## [283] "209497" "140765" "50528" "22057" "21983" "21987"
## [289] "244152" "230603" "73710" "22151" "22154" "22153"
## [295] "227613" "22152" "545486" "67951" "22234" "22248"
## [301] "106840" "22393" "211652" "52357" "22433" "22673"
##
## $HALLMARK_ESTROGEN_RESPONSE_LATE
## [1] "27410" "381072" "268379" "67928" "320631" "233810"
## [7] "54608" "93732" "27360" "11518" "11519" "17355"
## [13] "93736" "23795" "403205" "11671" "67689" "73458"
## [19] "621603" "23802" "71790" "11839" "56350" "17172"
## [25] "11898" "381290" "67972" "11941" "320707" "12017"
## [31] "53314" "12043" "233016" "12228" "76459" "12349"
## [37] "56808" "12293" "12311" "54598" "12389" "22403"
## [43] "12427" "12443" "12444" "12445" "12505" "12527"
## [49] "107995" "23834" "12550" "12560" "12561" "53883"
## [55] "12614" "107934" "212862" "99712" "68947" "71367"
## [61] "12700" "12709" "12715" "69454" "12864" "102640946"
## [67] "12876" "20315" "57266" "232174" "546726" "64385"
## [73] "106648" "631304" "72054" "70101" "170716" "677156"
## [79] "320997" "666168" "208285" "435802" "100040843" "13117"
## [85] "67880" "12409" "13360" "71412" "28200" "71228"
## [91] "13418" "30045" "13537" "67117" "13655" "68801"
## [97] "54326" "13731" "110826" "16592" "98952" "223254"
## [103] "227377" "14137" "14184" "14228" "14229" "286940"
## [109] "192176" "68794" "14281" "17300" "14234" "14302"
## [115] "14419" "74246" "22122" "272551" "14620" "11605"
## [121] "76854" "15360" "26557" "15452" "15460" "18415"
## [127] "80888" "15902" "269951" "15926" "16010" "209268"
## [133] "50905" "16195" "114663" "57444" "68048" "229504"
## [139] "217837" "16451" "54721" "16452" "16529" "19348"
## [145] "16600" "16598" "69540" "56538" "16663" "16665"
## [151] "16669" "16782" "226519" "16795" "228366" "217325"
## [157] "16897" "54135" "17002" "71775" "22041" "26415"
## [163] "29857" "17762" "17242" "17294" "56335" "74407"
## [169] "243864" "266815" "17434" "17863" "226101" "26903"
## [175] "83762" "17937" "17965" "20602" "20185" "56183"
## [181] "18166" "268903" "56488" "237082" "56177" "229759"
## [187] "13603" "107586" "18426" "23972" "23971" "18546"
## [193] "18569" "53318" "59020" "64058" "18667" "56460"
## [199] "225845" "56096" "20873" "235611" "140571" "18846"
## [205] "18845" "18844" "140570" "67784" "243743" "105675"
## [211] "19088" "19087" "19116" "76453" "19218" "64292"
## [217] "15170" "106572" "19334" "54189" "268480" "225182"
## [223] "19713" "69724" "20112" "110651" "20111" "67071"
## [229] "20202" "545541" "20778" "12492" "20276" "56788"
## [235] "18690" "20347" "20704" "20703" "20701" "20700"
## [241] "20702" "68348" "194604" "16625" "20716" "271047"
## [247] "20717" "238393" "20714" "20715" "74069" "628900"
## [253] "238395" "268591" "55948" "20393" "20439" "20501"
## [259] "55963" "20520" "56517" "30805" "94249" "238384"
## [265] "13521" "231583" "26458" "225579" "63959" "56017"
## [271] "20539" "26941" "65962" "71982" "20322" "20675"
## [277] "20681" "20682" "19143" "20446" "20460" "54200"
## [283] "100043194" "76971" "638251" "434121" "629203" "434264"
## [289] "629219" "20859" "21420" "21784" "21786" "21789"
## [295] "21823" "21844" "24001" "27375" "140765" "50528"
## [301] "21924" "22057" "21973" "21983" "21987" "17229"
## [307] "100503895" "72169" "66109" "22117" "246221" "22235"
## [313] "22249" "208898" "22393" "22433" "74335" "22695"
##
## $HALLMARK_ANDROGEN_RESPONSE
## [1] "239273" "54608" "74205" "50790" "109711" "60595"
## [7] "11474" "11472" "11504" "23794" "30806" "101401"
## [13] "235130" "223838" "56436" "100043022" "83397" "11651"
## [19] "11652" "23797" "56847" "19378" "26358" "11668"
## [25] "72535" "11669" "11732" "66884" "71371" "12007"
## [31] "12010" "14595" "12167" "12166" "207565" "55984"
## [37] "12443" "12444" "12445" "218294" "12571" "72155"
## [43] "13167" "74754" "27362" "13714" "192657" "68801"
## [49] "54326" "76267" "60527" "56473" "228151" "14229"
## [55] "14679" "14677" "14678" "333433" "14555" "14782"
## [61] "60596" "14958" "73998" "15357" "208715" "15360"
## [67] "26557" "15446" "66065" "319554" "234515" "269180"
## [73] "231070" "544963" "404710" "16410" "241226" "16402"
## [79] "16612" "16619" "16615" "16624" "16623" "16622"
## [85] "16617" "16616" "16613" "13646" "13648" "18048"
## [91] "18050" "16618" "13647" "16669" "16691" "16880"
## [97] "18414" "70361" "235416" "17132" "16658" "17152"
## [103] "56542" "17761" "17289" "26362" "67268" "67938"
## [109] "27057" "17988" "59007" "18095" "18813" "56376"
## [115] "67399" "109785" "56469" "17344" "229615" "19012"
## [121] "65112" "19229" "24000" "19250" "19341" "19342"
## [127] "110651" "20111" "67071" "20112" "107094" "20229"
## [133] "20250" "20249" "30049" "329065" "69608" "218811"
## [139] "20363" "20393" "13521" "231583" "67760" "20603"
## [145] "671878" "20322" "76687" "76219" "76976" "30051"
## [151] "20807" "66384" "22184" "22183" "117167" "53416"
## [157] "108737" "71817" "77975" "50528" "140765" "106869"
## [163] "21985" "21807" "107652" "22196" "56228" "30960"
## [169] "22596" "14375" "229055" "328365" "52915"
##
## $HALLMARK_MYOGENESIS
## [1] "226251" "231148" "319713" "11423" "14081" "433256"
## [7] "216739" "11459" "11468" "11464" "11475" "238880"
## [13] "11461" "11472" "60595" "109711" "11474" "11489"
## [19] "11492" "11515" "11568" "55987" "56264" "77559"
## [25] "11603" "11636" "11652" "23797" "56642" "107765"
## [31] "78321" "23796" "11815" "11820" "11937" "11938"
## [37] "53313" "54411" "12017" "12062" "20893" "30948"
## [43] "58226" "12291" "239556" "12299" "12323" "108058"
## [49] "12325" "12322" "12372" "12373" "12391" "12491"
## [55] "12554" "12575" "11537" "11435" "11443" "11449"
## [61] "12709" "12715" "76722" "12716" "12759" "71994"
## [67] "12797" "12819" "12822" "12842" "12829" "12828"
## [73] "107581" "53867" "71355" "94216" "373864" "12824"
## [79] "12825" "12826" "12827" "12830" "12831" "12832"
## [85] "12836" "12843" "74320" "12834" "12833" "12835"
## [91] "68553" "245026" "12862" "12865" "12908" "12647"
## [97] "12955" "13009" "13019" "13143" "13144" "76954"
## [103] "209773" "13346" "19132" "22352" "13405" "22288"
## [109] "13497" "13400" "13527" "13528" "13644" "13682"
## [115] "13681" "53975" "13808" "13845" "270190" "13844"
## [121] "13846" "13835" "13840" "13842" "13848" "13841"
## [127] "13836" "13838" "13837" "13839" "13867" "13869"
## [133] "13649" "13866" "14077" "12140" "14074" "110196"
## [139] "14173" "14199" "14202" "14226" "14248" "54601"
## [145] "14313" "56188" "14387" "69983" "93739" "17873"
## [151] "14613" "14681" "14778" "75512" "14780" "227753"
## [157] "20259" "11567" "22349" "15200" "15184" "56233"
## [163] "208727" "15464" "69253" "80888" "15982" "15983"
## [169] "16000" "16009" "16011" "29817" "16404" "16400"
## [175] "16412" "192897" "16419" "16416" "16420" "16510"
## [181] "238271" "16511" "170738" "192775" "16582" "16581"
## [187] "12224" "16773" "16795" "228366" "24131" "14245"
## [193] "64899" "16985" "29857" "26415" "100732" "17189"
## [199] "17258" "17260" "17261" "17259" "17532" "17868"
## [205] "233199" "109272" "53311" "68753" "17878" "17879"
## [211] "17884" "17880" "17886" "17883" "17882" "17885"
## [217] "544791" "71960" "77579" "140781" "668940" "17888"
## [223] "17901" "17906" "17907" "17897" "17896" "216459"
## [229] "17904" "17898" "107589" "17913" "17928" "17929"
## [235] "17930" "242702" "59011" "78286" "260315" "215690"
## [241] "17967" "17968" "18125" "18126" "18127" "18128"
## [247] "18129" "18104" "18105" "77090" "18563" "83679"
## [253] "75216" "67399" "18642" "56421" "18641" "56012"
## [259] "18648" "18693" "18767" "140570" "18846" "18845"
## [265] "18844" "235611" "140571" "67784" "243743" "68507"
## [271] "327814" "233977" "53412" "19122" "19165" "19223"
## [277] "19245" "19293" "19309" "110078" "110095" "19645"
## [283] "52250" "225362" "19769" "19762" "20190" "20192"
## [289] "20191" "20250" "20249" "30049" "329065" "30953"
## [295] "100505386" "20391" "24052" "24053" "244431" "20399"
## [301] "50795" "212531" "56726" "64383" "102857" "66402"
## [307] "29856" "276829" "20657" "20411" "20410" "20692"
## [313] "30051" "11790" "20698" "20740" "20739" "16651"
## [319] "20856" "225115" "20973" "21345" "21393" "21679"
## [325] "21676" "21803" "21924" "21925" "21952" "21953"
## [331] "21954" "21955" "21956" "21957" "21987" "22004"
## [337] "59069" "621054" "22084" "22354" "97064"
##
## $HALLMARK_PROTEIN_SECRETION
## [1] "11303" "11304" "27403" "268379" "74591" "11305"
## [7] "11487" "66471" "68981" "11765" "71770" "11764"
## [13] "11773" "232910" "11774" "11775" "11777" "213827"
## [19] "11840" "11841" "66251" "211673" "99371" "99889"
## [25] "11928" "98660" "232975" "11944" "27222" "192113"
## [31] "110935" "11966" "108664" "11977" "11979" "12068"
## [37] "12176" "12390" "12512" "12725" "12727" "211286"
## [43] "12757" "74325" "67300" "76332" "70349" "50797"
## [49] "59042" "13032" "74006" "320615" "70028" "13518"
## [55] "13649" "13869" "13866" "13867" "66366" "14420"
## [61] "107338" "11605" "14683" "14680" "54214" "56494"
## [67] "15893" "16004" "16561" "16560" "16668" "16784"
## [73] "70361" "235416" "17113" "26413" "26417" "67074"
## [79] "108124" "17957" "108123" "320634" "16330" "18484"
## [85] "19063" "68365" "19334" "106572" "59021" "76338"
## [91] "271457" "56382" "67830" "110651" "20111" "67071"
## [97] "20112" "107767" "24045" "69938" "20333" "69608"
## [103] "218811" "69162" "208449" "20404" "20405" "20408"
## [109] "20619" "67804" "20655" "16651" "20844" "100226"
## [115] "228960" "53331" "68581" "100042773" "56334" "100862175"
## [121] "72736" "71943" "21985" "22088" "216350" "56041"
## [127] "22319" "53330" "20955" "22365" "20479" "116733"
## [133] "77929" "56418" "26951"
##
## $HALLMARK_INTERFERON_ALPHA_RESPONSE
## [1] "56417" "12010" "74481" "69550" "317677" "50908"
## [7] "12362" "12370" "54199" "16423" "16149" "22169"
## [13] "74157" "12799" "12977" "15945" "56066" "234311"
## [19] "80861" "19106" "13709" "108670" "14469" "14468"
## [25] "229900" "55932" "236573" "76074" "100702" "634650"
## [31] "626578" "17472" "66355" "229003" "67138" "73998"
## [37] "15013" "15040" "14972" "14990" "15006" "14964"
## [43] "14991" "15007" "15018" "630294" "14963" "14985"
## [49] "110696" "333715" "224753" "224754" "399549" "667977"
## [55] "100529082" "240095" "15015" "110557" "15043" "15039"
## [61] "224761" "14997" "224756" "15024" "14980" "15019"
## [67] "110558" "52668" "217845" "76933" "65972" "70110"
## [73] "99899" "15061" "71586" "15958" "15959" "667370"
## [79] "68713" "66141" "74482" "80876" "213002" "69147"
## [85] "73835" "16168" "16190" "16196" "16362" "16363"
## [91] "54123" "16391" "100038882" "57444" "68048" "229504"
## [97] "239739" "66988" "19039" "67168" "17069" "17454"
## [103] "73711" "17858" "17857" "211329" "170719" "64685"
## [109] "53312" "23960" "246730" "243262" "100535" "114643"
## [115] "246729" "231699" "23961" "231655" "23962" "72075"
## [121] "243771" "547253" "80285" "22038" "18828" "78459"
## [127] "71701" "19124" "19167" "16913" "16912" "19186"
## [133] "19188" "621823" "192656" "268749" "58185" "67775"
## [139] "209086" "20343" "246696" "109032" "434484" "20684"
## [145] "624083" "101056250" "102638047" "102633783" "100041057" "671917"
## [151] "546061" "677525" "20847" "21354" "100121" "212943"
## [157] "74645" "68487" "231712" "74735" "20821" "217069"
## [163] "67606" "22670" "224762" "667823" "319236" "94088"
## [169] "209387" "20128" "76681" "94094" "434218" "434219"
## [175] "56338" "74153" "22201" "56791" "24110" "22375"
##
## $HALLMARK_INTERFERON_GAMMA_RESPONSE
## [1] "56417" "71939" "71371" "11861" "319974" "12010"
## [7] "242248" "74481" "12183" "69550" "12226" "194735"
## [13] "436199" "12227" "667277" "50909" "66686" "317677"
## [19] "50908" "12362" "12367" "12363" "12369" "12370"
## [25] "20293" "20296" "20292" "20306" "20304" "60533"
## [31] "12494" "12182" "21939" "12515" "16149" "12524"
## [37] "12575" "14962" "12628" "214403" "545366" "12265"
## [43] "14747" "22169" "74157" "12984" "12983" "16190"
## [49] "15945" "56066" "17329" "230073" "234311" "80861"
## [55] "19106" "66892" "108670" "14102" "79201" "14129"
## [61] "14190" "14293" "14289" "14294" "14291" "14290"
## [67] "321020" "55932" "229900" "236573" "76074" "100702"
## [73] "634650" "626578" "17472" "14528" "110168" "14938"
## [79] "229003" "67138" "73998" "15251" "13819" "15006"
## [85] "15013" "14972" "15040" "14990" "15007" "15018"
## [91] "14964" "14991" "14963" "15015" "110557" "630294"
## [97] "667977" "240095" "15043" "14985" "110696" "333715"
## [103] "224753" "224754" "399549" "100529082" "15039" "224756"
## [109] "15024" "224761" "14997" "69717" "14980" "15019"
## [115] "110558" "14998" "14960" "381091" "14969" "15894"
## [121] "15898" "15930" "52668" "217845" "76933" "65972"
## [127] "70110" "99899" "15061" "71586" "667373" "112419"
## [133] "15957" "15958" "15959" "667370" "80876" "66141"
## [139] "68713" "74482" "213002" "69147" "73835" "15976"
## [145] "16154" "16168" "16169" "16068" "16185" "16193"
## [151] "16196" "16362" "16363" "16364" "27056" "54123"
## [157] "15900" "16391" "100038882" "57444" "68048" "229504"
## [163] "66307" "16421" "16412" "16414" "16452" "54721"
## [169] "16451" "27007" "381816" "66988" "50523" "16798"
## [175] "16822" "19039" "17069" "70082" "72925" "71664"
## [181] "70152" "380975" "668178" "554292" "17750" "17748"
## [187] "17768" "78388" "17858" "17857" "17874" "59027"
## [193] "17979" "17978" "18033" "18034" "18035" "434341"
## [199] "64685" "107607" "71805" "246728" "246727" "231655"
## [205] "23962" "72075" "140795" "243771" "547253" "18578"
## [211] "238871" "110385" "18577" "67245" "93834" "56421"
## [217] "18641" "18642" "18712" "223775" "18783" "22038"
## [223] "18828" "78459" "18854" "667034" "18950" "71701"
## [229] "19166" "19167" "19171" "26445" "16913" "16912"
## [235] "19186" "19188" "621823" "19225" "19224" "19246"
## [241] "19255" "15170" "192786" "76089" "24105" "19766"
## [247] "192656" "672511" "268749" "58185" "67775" "209086"
## [253] "56045" "209588" "58210" "20344" "12258" "75345"
## [259] "246696" "12703" "12702" "20656" "109032" "434484"
## [265] "20684" "624083" "101056250" "102638047" "102633783" "100041057"
## [271] "671917" "546061" "677525" "66552" "237958" "73218"
## [277] "109552" "16651" "20454" "20452" "20846" "20848"
## [283] "20849" "20847" "21354" "21356" "100121" "21928"
## [289] "21929" "21930" "22035" "30934" "30931" "231712"
## [295] "74735" "20821" "217069" "67606" "22670" "224762"
## [301] "56338" "56791" "22271" "76654" "24110" "53620"
## [307] "22320" "22329" "22375" "327959" "16963" "58203"
## [313] "98999"
##
## $HALLMARK_APICAL_JUNCTION
## [1] "11459" "11468" "11464" "11475" "238880" "11461"
## [7] "11465" "109711" "60595" "11474" "11472" "11490"
## [13] "23792" "11488" "11502" "23794" "11504" "30806"
## [19] "235130" "11548" "11550" "11652" "23797" "11688"
## [25] "11686" "23801" "11689" "11705" "229715" "105827"
## [31] "73341" "54126" "76709" "232975" "27222" "192113"
## [37] "11928" "98660" "11944" "14595" "108100" "12153"
## [43] "21892" "24087" "239857" "57278" "94332" "12308"
## [49] "12331" "69165" "170779" "170780" "170786" "170776"
## [55] "69142" "70192" "60533" "102657" "12490" "12524"
## [61] "673094" "12550" "12560" "12561" "12552" "12564"
## [67] "12565" "12563" "320873" "215654" "104010" "23836"
## [73] "239096" "241201" "12555" "227485" "264064" "78334"
## [79] "386463" "99151" "234407" "269132" "18417" "56173"
## [85] "60363" "56492" "242653" "12740" "57255" "12739"
## [91] "12741" "54419" "53624" "54420" "239931" "56863"
## [97] "12798" "12805" "21367" "269784" "53870" "244682"
## [103] "18488" "107581" "12829" "12828" "53867" "71355"
## [109] "94216" "373864" "12824" "12825" "12826" "12827"
## [115] "12830" "12831" "12832" "12836" "12842" "12843"
## [121] "12821" "12839" "12840" "12841" "12908" "12647"
## [127] "224912" "12385" "12388" "20312" "69192" "13204"
## [133] "217207" "64340" "13383" "23859" "13385" "53310"
## [139] "13406" "13505" "13507" "13506" "13649" "13869"
## [145] "13866" "13867" "13822" "269587" "14026" "20336"
## [151] "14118" "14119" "68794" "286940" "192176" "14086"
## [157] "238021" "23880" "14431" "14677" "14678" "14679"
## [163] "14786" "98053" "15107" "15461" "15894" "15898"
## [169] "15896" "78369" "16151" "16332" "16331" "231070"
## [175] "16367" "384783" "16369" "213119" "319480" "109700"
## [181] "16398" "16400" "104099" "16412" "192897" "83964"
## [187] "16480" "12387" "16511" "170738" "192775" "16660"
## [193] "16671" "71888" "16672" "16774" "16780" "16782"
## [199] "226519" "244864" "100017" "65970" "17123" "65964"
## [205] "26412" "225028" "26411" "399510" "19094" "26416"
## [211] "26415" "29857" "17242" "17390" "17395" "56217"
## [217] "68481" "14012" "17698" "19684" "22350" "192156"
## [223] "77579" "71960" "17880" "17886" "17883" "17882"
## [229] "17879" "17885" "17884" "544791" "140781" "668940"
## [235] "17888" "67938" "67268" "98932" "58235" "19294"
## [241] "52118" "58998" "71740" "320840" "268890" "68810"
## [247] "18015" "18016" "269116" "216856" "192167" "245537"
## [253] "18175" "17996" "18188" "18190" "18191" "18189"
## [259] "93737" "58220" "57342" "170736" "18515" "18516"
## [265] "18514" "75599" "211712" "54216" "245578" "170761"
## [271] "18613" "18643" "18645" "74769" "18707" "18706"
## [277] "18710" "18763" "18803" "234779" "269643" "52432"
## [283] "71978" "72930" "19211" "14083" "19264" "19354"
## [289] "170758" "218397" "23912" "20130" "20163" "20970"
## [295] "20392" "20416" "110380" "19261" "668101" "100038947"
## [301] "320832" "381484" "751864" "54353" "22784" "20563"
## [307] "20564" "20562" "20410" "11790" "20779" "20909"
## [313] "20963" "22637" "68188" "381921" "216965" "330177"
## [319] "21810" "21827" "21828" "12845" "21825" "21838"
## [325] "21843" "21841" "21872" "21873" "27375" "242409"
## [331] "18383" "22029" "56191" "64930" "64540" "109246"
## [337] "103733" "103768" "22323" "22325" "57257" "22324"
## [343] "22329" "13003" "22330" "22371" "17833" "17831"
## [349] "73178" "22376" "69847" "22629" "22628" "22793"
##
## $HALLMARK_APICAL_SURFACE
## [1] "11487" "68465" "226250" "432442" "11820" "140494" "11975" "21871"
## [9] "27060" "54670" "67331" "14595" "12189" "54215" "230872" "16328"
## [17] "11630" "20312" "73379" "13640" "13846" "13835" "13840" "13842"
## [25] "270190" "13848" "13841" "13836" "13838" "13844" "13837" "13839"
## [33] "13845" "14252" "14451" "14462" "14461" "58991" "14866" "14864"
## [41] "14867" "68312" "14862" "14863" "14865" "15507" "16185" "16186"
## [49] "17096" "72434" "17153" "74762" "320772" "56406" "80883" "171171"
## [57] "100102" "241035" "192190" "18793" "56315" "58176" "237847" "269295"
## [65] "64706" "268935" "56788" "110380" "20521" "20528" "20525" "142681"
## [73] "51795" "72043" "21838" "242409"
##
## $HALLMARK_HEDGEHOG_SIGNALING
## [1] "11423" "14766" "27494" "12569" "12571" "12614" "53883" "12804"
## [9] "12933" "22240" "12934" "26757" "23872" "14632" "15213" "15214"
## [17] "16728" "269116" "12661" "16825" "17886" "17880" "17883" "17882"
## [25] "17879" "17885" "17884" "544791" "71960" "77579" "140781" "668940"
## [33] "17888" "18015" "18096" "14912" "74561" "319504" "18186" "18187"
## [41] "94190" "18815" "18854" "19206" "19207" "218397" "104001" "20254"
## [49] "20423" "13363" "16147" "20562" "20563" "20564" "21838" "21885"
## [57] "21888" "21887" "22253" "107448" "107449" "22339" "22359" "16835"
##
## $HALLMARK_COMPLEMENT
## [1] "11472" "60595" "109711" "11474" "11502" "11552"
## [7] "56697" "11727" "11731" "219033" "503844" "630952"
## [13] "11730" "11747" "11808" "66809" "80287" "11812"
## [19] "11927" "268936" "223770" "78783" "12259" "12262"
## [25] "667277" "50909" "66686" "317677" "50908" "12263"
## [31] "12266" "12268" "15139" "12279" "230558" "12274"
## [37] "109828" "110382" "12349" "12313" "12315" "12314"
## [43] "12362" "12367" "12363" "12369" "12371" "208650"
## [49] "20304" "12491" "21947" "17221" "13136" "13137"
## [55] "333883" "12509" "72269" "12554" "12569" "12608"
## [61] "14962" "12628" "214403" "545366" "12759" "12827"
## [67] "107581" "53867" "71355" "94216" "373864" "12824"
## [73] "12825" "12826" "12830" "12831" "12832" "12836"
## [79] "12842" "12843" "12829" "12828" "12870" "15203"
## [85] "70574" "54381" "12946" "64817" "12902" "13007"
## [91] "13030" "13032" "13033" "13036" "13039" "26898"
## [97] "56092" "56094" "56835" "58518" "70202" "214639"
## [103] "64139" "104002" "117066" "218275" "229445" "13040"
## [109] "13038" "14825" "20310" "330122" "20309" "110197"
## [115] "13139" "380921" "227333" "210293" "75974" "238130"
## [121] "208869" "105445" "13482" "14089" "240672" "67603"
## [127] "235584" "69181" "226419" "13660" "57440" "98878"
## [133] "259300" "14058" "14071" "14061" "14066" "14067"
## [139] "14068" "14069" "14127" "14134" "14133" "14148"
## [145] "14268" "14360" "22612" "14191" "20779" "14462"
## [151] "14461" "227960" "63985" "63986" "14678" "14677"
## [157] "14679" "14693" "14696" "14688" "14702" "14710"
## [163] "14723" "54368" "14571" "14784" "71520" "14938"
## [169] "14939" "14940" "14942" "14944" "14943" "14941"
## [175] "245839" "17231" "14945" "15378" "170638" "26950"
## [181] "193740" "15511" "15481" "15482" "14828" "15512"
## [187] "16193" "16362" "16363" "54123" "16409" "381924"
## [193] "16411" "16424" "16426" "16452" "54721" "16451"
## [199] "80906" "56461" "16563" "73470" "73804" "16612"
## [205] "16624" "16619" "16615" "16623" "16622" "16617"
## [211] "16616" "16613" "13646" "13648" "18048" "18050"
## [217] "16618" "13647" "16621" "109821" "70789" "320858"
## [223] "16784" "66988" "16818" "17096" "15162" "16822"
## [229] "16854" "19141" "16889" "16971" "16973" "16974"
## [235] "94217" "228357" "14725" "16993" "17002" "71775"
## [241] "22041" "17133" "17436" "109264" "107029" "17381"
## [247] "17386" "17387" "17388" "17389" "17391" "17394"
## [253] "83995" "83996" "27361" "17751" "18132" "18128"
## [259] "18129" "18131" "108078" "381816" "26875" "100102"
## [265] "18591" "381511" "18643" "18645" "18675" "18706"
## [271] "18707" "74769" "30955" "320207" "18712" "223775"
## [277] "18783" "27226" "18791" "18793" "56193" "18815"
## [283] "22038" "18828" "78459" "19053" "19052" "56420"
## [289] "67857" "72461" "72843" "19072" "18753" "18761"
## [295] "22074" "114228" "103964" "22073" "22072" "100040233"
## [301] "436523" "436522" "67373" "386551" "77613" "214531"
## [307] "19164" "16912" "98710" "110157" "11836" "109880"
## [313] "19419" "240168" "78287" "19671" "56212" "19822"
## [319] "20196" "20202" "545541" "20255" "20704" "20703"
## [325] "20701" "20700" "20702" "68348" "194604" "18788"
## [331] "11905" "18787" "12258" "16923" "50721" "94214"
## [337] "20909" "21789" "21857" "21858" "71753" "21929"
## [343] "59025" "14479" "236733" "22258" "74112" "84092"
## [349] "70675" "22376" "73178" "170750" "21417" "24136"
## [355] "22762"
##
## $HALLMARK_UNFOLDED_PROTEIN_RESPONSE
## [1] "56454" "228998" "27053" "11910" "11911" "226641"
## [7] "11972" "29810" "23825" "12317" "20293" "20296"
## [13] "20292" "20306" "12608" "12611" "69065" "54124"
## [19] "624855" "72068" "53621" "104625" "231464" "211948"
## [25] "74322" "75901" "70640" "13191" "74747" "77591"
## [31] "245474" "58233" "27362" "100037258" "234699" "192193"
## [37] "13629" "20624" "13666" "13665" "13681" "13682"
## [43] "53975" "192170" "668137" "434080" "13684" "218268"
## [49] "13685" "13688" "208643" "78943" "26918" "50527"
## [55] "66482" "66583" "50912" "227715" "109075" "27998"
## [61] "50911" "231997" "233908" "276919" "56494" "15270"
## [67] "319173" "621893" "319176" "319191" "319162" "232440"
## [73] "319171" "15267" "319192" "319163" "319164" "319165"
## [79] "319166" "319167" "319168" "319169" "319170" "665433"
## [85] "319172" "64209" "22027" "15516" "15519" "14828"
## [91] "15481" "15482" "15512" "193740" "15526" "12282"
## [97] "105148" "667373" "112419" "15957" "16006" "102462"
## [103] "105785" "66913" "68137" "16549" "16573" "16582"
## [109] "16572" "16574" "67207" "50783" "17768" "72198"
## [115] "109019" "69917" "18044" "18045" "52530" "70769"
## [121] "75416" "67134" "18148" "218693" "74108" "72599"
## [127] "71853" "66161" "50907" "107272" "20044" "27966"
## [133] "231452" "56529" "66286" "69162" "28146" "72661"
## [139] "20416" "55963" "69048" "20539" "69019" "76687"
## [145] "76219" "76976" "67398" "20818" "107513" "20856"
## [151] "110960" "272396" "71807" "381801" "52808" "218343"
## [157] "22151" "227613" "73710" "22154" "22153" "22152"
## [163] "545486" "67951" "22339" "22393" "52639" "74781"
## [169] "22433" "73192" "68090" "77254" "22631" "22642"
##
## $HALLMARK_PI3K_AKT_MTOR_SIGNALING
## [1] "107476" "100705" "66713" "74117" "242894" "210044"
## [7] "104110" "11513" "11514" "11512" "11651" "11652"
## [13] "23797" "67605" "11773" "11840" "11841" "192662"
## [19] "56378" "11908" "100040260" "12912" "12283" "69008"
## [25] "12317" "12326" "12534" "12566" "12567" "12575"
## [31] "12576" "12631" "12632" "67300" "13001" "12767"
## [37] "26377" "13198" "72349" "13555" "26940" "13649"
## [43] "13869" "13866" "13867" "13684" "218268" "14103"
## [49] "14171" "14172" "14179" "67112" "14177" "14675"
## [55] "14672" "14682" "14699" "66066" "14784" "71520"
## [61] "110355" "320129" "56637" "15461" "22027" "15516"
## [67] "15519" "16186" "16189" "266632" "16439" "16438"
## [73] "16440" "16818" "17096" "15162" "26397" "26399"
## [79] "26409" "26413" "26417" "26414" "26419" "26420"
## [85] "227743" "17346" "17347" "17874" "17973" "18036"
## [91] "18049" "107607" "70584" "228026" "18643" "18645"
## [97] "18710" "18711" "23988" "241593" "18741" "66350"
## [103] "18795" "18797" "18798" "18796" "18803" "234779"
## [109] "19045" "19047" "434233" "73699" "51792" "108079"
## [115] "105787" "19082" "19087" "19088" "18751" "18750"
## [121] "18752" "19211" "19247" "19353" "110157" "11836"
## [127] "109880" "64143" "19766" "19769" "19762" "20111"
## [133] "20112" "110651" "67071" "74370" "55948" "20491"
## [139] "20525" "20528" "20527" "17126" "17127" "18412"
## [145] "20847" "56480" "56489" "75778" "21844" "24001"
## [151] "21937" "22030" "228775" "22084" "66105" "73318"
## [157] "56550" "381534" "93765" "57257" "22324" "22325"
## [163] "54401"
##
## $HALLMARK_MTORC1_SIGNALING
## [1] "27407" "107476" "100705" "104112" "74205" "50790"
## [7] "66713" "74117" "242894" "27360" "11518" "11519"
## [13] "68465" "11639" "56248" "11674" "79459" "353204"
## [19] "74192" "27053" "11938" "11937" "11951" "228033"
## [25] "73834" "20878" "12035" "20893" "12227" "436199"
## [31] "194735" "12226" "12235" "12301" "12317" "12330"
## [37] "12745" "12449" "12450" "12466" "12467" "12527"
## [43] "12530" "12575" "18636" "26754" "12721" "23789"
## [49] "23790" "107869" "13032" "12767" "66427" "13121"
## [55] "26377" "13198" "74747" "68278" "53817" "74754"
## [61] "13360" "13361" "13595" "192193" "66143" "112407"
## [67] "67204" "100040220" "68801" "54326" "170439" "13806"
## [73] "433182" "13807" "13808" "107508" "50527" "225363"
## [79] "76267" "60527" "56473" "228151" "14149" "14190"
## [85] "14227" "14381" "14380" "14433" "100039229" "100042427"
## [91] "100042025" "622339" "74185" "14629" "74105" "11605"
## [97] "93692" "229363" "14718" "14751" "56637" "14782"
## [103] "14884" "15277" "216019" "212032" "15275" "15288"
## [109] "15357" "208715" "15360" "15452" "22027" "15516"
## [115] "15519" "15525" "14828" "15481" "15482" "15512"
## [121] "193740" "15526" "15510" "15528" "628438" "15926"
## [127] "269951" "319554" "65972" "15982" "15983" "16011"
## [133] "16009" "76614" "231070" "16414" "16415" "16412"
## [139] "16421" "16828" "16835" "22359" "19141" "16993"
## [145] "17113" "26397" "26399" "17216" "17217" "17436"
## [151] "109264" "107029" "56772" "17768" "665563" "59027"
## [157] "18030" "18036" "18046" "63913" "18107" "18108"
## [163] "27275" "70699" "56312" "18451" "18452" "231887"
## [169] "228026" "18641" "18655" "18663" "72157" "226041"
## [175] "236539" "18710" "56305" "18738" "18817" "26432"
## [181] "26433" "18822" "66249" "667034" "18950" "67486"
## [187] "67895" "268373" "269569" "17872" "18477" "21672"
## [193] "107272" "19167" "26441" "19173" "19181" "23996"
## [199] "67089" "66997" "23997" "59029" "19192" "56088"
## [205] "100678" "110391" "19324" "17252" "19769" "19762"
## [211] "68275" "103963" "20135" "382985" "27966" "235293"
## [217] "20250" "20249" "30049" "329065" "64136" "56529"
## [223] "66286" "28146" "72661" "12406" "108037" "20425"
## [229] "54353" "20491" "55963" "20514" "20525" "20528"
## [235] "20527" "14385" "21366" "26570" "20539" "26941"
## [241] "65962" "20322" "20775" "18412" "78925" "94224"
## [247] "107513" "170459" "20855" "20867" "83671" "56480"
## [253] "56489" "21399" "21400" "21753" "236749" "245376"
## [259] "22042" "73166" "69071" "53333" "21991" "228775"
## [265] "22145" "22143" "22144" "22147" "22146" "22142"
## [271] "53857" "238463" "103733" "103768" "50493" "232223"
## [277] "66105" "73318" "56550" "381534" "56207" "67890"
## [283] "22256" "56041" "22375" "22433" "56418"
##
## $HALLMARK_E2F_TARGETS
## [1] "11637" "66471" "68981" "66403" "66929" "70472"
## [7] "20878" "20877" "20871" "12021" "11799" "12189"
## [13] "12190" "52592" "12236" "12419" "12442" "12447"
## [19] "101565" "107995" "12530" "12531" "14793" "52276"
## [25] "12534" "12567" "12575" "12576" "12578" "12579"
## [31] "12580" "72391" "229841" "66570" "12649" "50883"
## [37] "12704" "329977" "54124" "624855" "66197" "58184"
## [43] "110750" "13018" "51797" "55936" "13178" "140917"
## [49] "66422" "68278" "53817" "110052" "76131" "56419"
## [55] "54004" "218977" "13433" "60364" "28080" "72107"
## [61] "110074" "108961" "13626" "13665" "105988" "69639"
## [67] "14056" "14055" "69270" "78833" "109145" "14852"
## [73] "14853" "15270" "319173" "621893" "319176" "319191"
## [79] "319162" "232440" "319171" "15267" "319192" "319163"
## [85] "319164" "319165" "319166" "319167" "319168" "319169"
## [91] "319170" "665433" "319172" "51788" "77605" "15201"
## [97] "15361" "111241" "15364" "97165" "15354" "619829"
## [103] "15366" "71653" "11991" "15574" "210554" "16201"
## [109] "20744" "71777" "233726" "320727" "15374" "70218"
## [115] "110033" "73804" "16563" "16571" "16647" "100043906"
## [121] "98386" "16881" "16906" "16907" "16905" "67684"
## [127] "17089" "56150" "17216" "17215" "17217" "17218"
## [133] "17219" "17220" "17279" "17345" "17350" "212377"
## [139] "17535" "17685" "17768" "17121" "17865" "17864"
## [145] "17869" "107771" "78304" "53605" "50927" "27354"
## [151] "68298" "18102" "70769" "67134" "68219" "103468"
## [157] "218210" "70699" "18393" "56452" "18813" "67054"
## [163] "103135" "18538" "18540" "100710" "71521" "68479"
## [169] "18817" "20873" "18861" "18949" "18969" "18971"
## [175] "18972" "67967" "18973" "66979" "74097" "53892"
## [181] "100336" "53381" "19076" "19090" "19139" "328099"
## [187] "75456" "110639" "101739" "19183" "30939" "26934"
## [193] "19355" "19357" "19360" "19362" "114714" "19384"
## [199] "19428" "75471" "19385" "245688" "19646" "19687"
## [205] "19718" "69263" "69724" "68275" "19891" "68240"
## [211] "20135" "382985" "20425" "108037" "20492" "24061"
## [217] "140557" "13006" "70099" "67241" "20638" "20646"
## [223] "54141" "67629" "66442" "110809" "20382" "245492"
## [229] "20833" "20842" "20843" "50878" "16765" "20937"
## [235] "56403" "74326" "21335" "21379" "106795" "22042"
## [241] "21853" "66131" "21877" "21917" "21973" "22059"
## [247] "20462" "69716" "22154" "22152" "545486" "22153"
## [253] "22151" "67951" "227613" "73710" "103733" "103768"
## [259] "77891" "67196" "66622" "22256" "230484" "106618"
## [265] "22390" "103573" "14375" "26951"
##
## $HALLMARK_MYC_TARGETS_V1
## [1] "24015" "11431" "231872" "11777" "11792" "12237"
## [7] "12261" "69719" "227231" "12330" "12745" "12417"
## [13] "12428" "12461" "12462" "12464" "12465" "12468"
## [19] "107995" "12544" "12566" "12567" "12729" "12785"
## [25] "75064" "26754" "12858" "108062" "83410" "51797"
## [31] "55936" "26965" "66445" "66942" "56200" "94213"
## [37] "110052" "13204" "217207" "69192" "110074" "55949"
## [43] "66235" "13664" "666806" "544881" "435337" "100861908"
## [49] "266459" "627873" "100039042" "100039076" "100039129" "100039162"
## [55] "666862" "100503047" "100039226" "544883" "100039052" "100042776"
## [61] "100861898" "13665" "67204" "100040220" "27979" "55944"
## [67] "78655" "100042807" "13681" "13682" "53975" "13684"
## [73] "218268" "13690" "22384" "107508" "13877" "100042777"
## [79] "225363" "66446" "218236" "14113" "237730" "27041"
## [85] "109801" "30877" "14719" "14852" "14853" "51788"
## [91] "77605" "15182" "69692" "15191" "15192" "15382"
## [97] "229279" "545091" "53379" "627828" "668559" "15381"
## [103] "11991" "74326" "51810" "15452" "15516" "15519"
## [109] "22027" "15510" "15528" "628438" "105148" "15982"
## [115] "15983" "67781" "23918" "23917" "100042069" "85305"
## [121] "16647" "100043906" "16211" "16828" "27756" "66094"
## [127] "56150" "17216" "17217" "17218" "17219" "17220"
## [133] "19935" "78523" "66973" "17869" "107771" "53605"
## [139] "433702" "68092" "70316" "102634451" "52530" "18102"
## [145] "70769" "28126" "67134" "18148" "18263" "18393"
## [151] "18813" "18458" "18459" "67543" "381404" "230721"
## [157] "23983" "18538" "18540" "18655" "18663" "18673"
## [163] "237880" "12034" "18972" "59001" "268373" "269569"
## [169] "14208" "11757" "53381" "68988" "110639" "75456"
## [175] "328099" "19139" "26440" "19166" "26441" "26443"
## [181] "26444" "73677" "26445" "26446" "240289" "23996"
## [187] "67089" "70247" "59029" "22123" "17463" "57296"
## [193] "56351" "100043508" "103136" "14694" "19359" "19384"
## [199] "19428" "75471" "19385" "106344" "19826" "67115"
## [205] "19899" "19934" "68436" "623174" "619547" "100043876"
## [211] "19988" "432502" "11837" "667618" "67097" "16898"
## [217] "27050" "20103" "20104" "105244208" "20133" "27966"
## [223] "66409" "20174" "66870" "56086" "67465" "101943"
## [229] "18674" "20588" "68094" "53607" "20639" "68981"
## [235] "20641" "107686" "67332" "68011" "666609" "20810"
## [241] "20815" "20817" "110809" "20382" "245492" "20383"
## [247] "100502754" "225027" "20823" "381760" "99138" "56403"
## [253] "230908" "21454" "21781" "28185" "20462" "21849"
## [259] "233870" "100041265" "27366" "22171" "108121" "233073"
## [265] "50995" "22194" "218793" "22195" "100042355" "230484"
## [271] "22327" "22333" "22335" "103573" "73192" "14375"
## [277] "22627" "22630" "102634437"
##
## $HALLMARK_MYC_TARGETS_V2
## [1] "231872" "53414" "12417" "12567" "66422" "66942" "13537" "27998"
## [9] "66590" "30877" "101612" "15277" "216019" "212032" "15275" "15510"
## [17] "15528" "628438" "27993" "75751" "76130" "53608" "17217" "17218"
## [25] "67973" "69902" "668455" "434693" "18432" "17869" "107771" "68493"
## [33] "66164" "100608" "70769" "28126" "110109" "67134" "18148" "18813"
## [41] "64934" "18673" "237880" "18817" "20873" "235036" "226169" "71974"
## [49] "56361" "227746" "59028" "107094" "27966" "20509" "116914" "13340"
## [57] "20322" "20810" "338359" "21379" "21453" "15278" "69071" "22256"
## [65] "70683" "72515" "107071"
##
## $HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION
## [1] "320712" "11475" "11468" "11459" "11464" "238880"
## [7] "11461" "11489" "11492" "16790" "11803" "11839"
## [13] "70350" "12064" "12111" "12153" "21892" "24087"
## [19] "54725" "109624" "12321" "67252" "12332" "16007"
## [25] "14219" "12505" "333883" "12509" "12552" "12564"
## [31] "12565" "12563" "320873" "215654" "104010" "23836"
## [37] "239096" "241201" "12558" "12550" "12560" "12561"
## [43] "227485" "12814" "12829" "12828" "107581" "53867"
## [49] "71355" "94216" "373864" "12824" "12825" "12826"
## [55] "12827" "12830" "12831" "12832" "12836" "12842"
## [61] "12843" "12816" "12818" "74320" "12834" "12833"
## [67] "12835" "68553" "245026" "329941" "12837" "234407"
## [73] "269132" "99151" "12845" "21828" "21825" "21827"
## [79] "12847" "50797" "12931" "68588" "14825" "20310"
## [85] "330122" "20309" "20315" "20311" "13132" "13179"
## [91] "13380" "22240" "12934" "12933" "26757" "13518"
## [97] "13601" "407800" "13612" "58859" "23876" "13717"
## [103] "13732" "13807" "433182" "13806" "13808" "14089"
## [109] "13482" "14102" "79201" "14114" "14115" "14118"
## [115] "14119" "218952" "108101" "241639" "14173" "192176"
## [121] "286940" "68794" "14264" "14268" "14234" "17300"
## [127] "14314" "83554" "71665" "14370" "14367" "13197"
## [133] "23882" "17873" "14451" "14579" "14609" "414089"
## [139] "73690" "69286" "544736" "14733" "67305" "23892"
## [145] "56213" "78558" "15902" "16008" "16009" "16011"
## [151] "16010" "16168" "16193" "16323" "16324" "16398"
## [157] "213119" "319480" "109700" "16402" "241226" "16399"
## [163] "16410" "16412" "16416" "16419" "16420" "16476"
## [169] "16477" "16478" "16772" "16773" "16774" "226519"
## [175] "18208" "18209" "23928" "16782" "16852" "16948"
## [181] "16949" "94352" "16950" "67573" "100862072" "16971"
## [187] "16973" "16974" "94217" "228357" "14725" "74488"
## [193] "17022" "107528" "17181" "17182" "17220" "17294"
## [199] "50530" "17313" "83995" "83996" "17394" "17387"
## [205] "17388" "17389" "17391" "17390" "17392" "17384"
## [211] "17701" "17702" "242050" "98932" "107589" "18074"
## [217] "18113" "21743" "18129" "18128" "18132" "18131"
## [223] "23959" "235106" "330908" "18430" "56401" "210530"
## [229] "18542" "76477" "18596" "18595" "30794" "18645"
## [235] "18643" "18793" "18822" "26432" "26433" "65112"
## [241] "18858" "50706" "19035" "18933" "20204" "103964"
## [247] "22074" "22073" "22072" "100040233" "436523" "436522"
## [253] "114228" "67373" "386551" "19227" "19288" "52118"
## [259] "19294" "104009" "19736" "11852" "20229" "20254"
## [265] "20969" "20971" "18787" "20720" "12406" "20377"
## [271] "54612" "20379" "24051" "24052" "24053" "244431"
## [277] "102857" "20563" "20564" "20562" "20583" "20649"
## [283] "20650" "20692" "20745" "72902" "20750" "21345"
## [289] "21789" "21803" "21810" "21814" "21817" "331046"
## [295] "21826" "21838" "21857" "21859" "21923" "21929"
## [301] "18383" "27279" "22003" "22004" "326618" "22329"
## [307] "13003" "22339" "22341" "22352" "13346" "19132"
## [313] "215280" "22418" "22419"
##
## $HALLMARK_INFLAMMATORY_RESPONSE
## [1] "11303" "11304" "27403" "268379" "74591" "11305"
## [7] "11308" "329165" "11479" "269275" "21812" "11480"
## [13] "11481" "13733" "11535" "11541" "11540" "56436"
## [19] "100043022" "11622" "23796" "64008" "11938" "11937"
## [25] "67972" "11941" "320707" "381290" "235574" "26362"
## [31] "17289" "12061" "24115" "69550" "12227" "436199"
## [37] "194735" "12226" "12267" "12273" "319430" "54598"
## [43] "12311" "20295" "20293" "20296" "20292" "20306"
## [49] "20297" "20299" "56221" "20304" "12775" "54199"
## [55] "12475" "21939" "12506" "13136" "13137" "12515"
## [61] "21948" "12521" "12493" "12575" "54371" "60322"
## [67] "23845" "14747" "12977" "12985" "12986" "20312"
## [73] "15945" "56066" "20311" "20309" "17329" "80901"
## [79] "13058" "237038" "73379" "50498" "13614" "19106"
## [85] "13732" "13874" "14066" "233079" "14293" "14289"
## [91] "14294" "14291" "14290" "321020" "14367" "14370"
## [97] "54393" "14528" "14676" "14679" "14677" "14678"
## [103] "14723" "14734" "56696" "321019" "15117" "15118"
## [109] "15200" "15251" "13819" "15451" "15465" "15894"
## [115] "15898" "78369" "50723" "230623" "230613" "329918"
## [121] "68713" "66141" "74482" "80876" "213002" "69147"
## [127] "15975" "15980" "16153" "16154" "16160" "16168"
## [133] "16169" "16173" "16182" "16174" "16175" "16176"
## [139] "16177" "16185" "16190" "16193" "16197" "16323"
## [145] "16324" "108960" "16362" "54123" "16402" "241226"
## [151] "16399" "16410" "16416" "320910" "16491" "16485"
## [157] "16490" "16492" "16493" "16494" "16518" "72413"
## [163] "16561" "16560" "23849" "239739" "16818" "17096"
## [169] "15162" "16822" "16835" "22359" "16878" "14745"
## [175] "16992" "17069" "17167" "54483" "17287" "17295"
## [181] "19882" "17387" "17388" "17389" "17391" "20288"
## [187] "17119" "17869" "107771" "59027" "17986" "18033"
## [193] "18034" "18035" "216799" "378425" "195046" "637515"
## [199] "64685" "14767" "257632" "104443" "108078" "381816"
## [205] "18387" "18413" "18414" "16880" "18438" "18439"
## [211] "18442" "57385" "54216" "18578" "238871" "110385"
## [217] "18577" "14726" "320207" "18793" "50501" "19164"
## [223] "19204" "19217" "19219" "19222" "19267" "19262"
## [229] "52118" "19294" "110157" "11836" "109880" "19419"
## [235] "240168" "19697" "50778" "19734" "56212" "192656"
## [241] "218215" "108089" "19886" "67775" "380713" "224024"
## [247] "20266" "20339" "109815" "20343" "20354" "18787"
## [253] "74442" "27218" "18174" "18173" "20511" "269346"
## [259] "381417" "434203" "20529" "20530" "54403" "20535"
## [265] "59033" "94229" "232156" "240215" "218756" "11987"
## [271] "11989" "11988" "20698" "109552" "192187" "192188"
## [277] "21336" "21338" "21356" "21857" "21897" "21899"
## [283] "24088" "142980" "279572" "21930" "21938" "21942"
## [289] "22035" "326623" "21950" "21983" "22353"
##
## $HALLMARK_XENOBIOTIC_METABOLISM
## [1] "12780" "76408" "17250" "27421" "20927" "20928"
## [7] "244562" "239273" "26874" "11666" "66082" "11429"
## [13] "11430" "93732" "80911" "11431" "11432" "117147"
## [19] "233799" "272428" "233801" "11522" "26876" "69117"
## [25] "100417514" "11529" "11532" "269378" "11615" "70861"
## [31] "77337" "83702" "116852" "105349" "105387" "622402"
## [37] "27384" "432720" "11655" "11669" "72535" "19378"
## [43] "26358" "11668" "56847" "11670" "56752" "30924"
## [49] "11761" "71724" "71872" "213043" "22436" "67489"
## [55] "11816" "64008" "11846" "11847" "59046" "109900"
## [61] "71093" "11938" "11937" "12927" "12035" "233016"
## [67] "68021" "12349" "12368" "12359" "12408" "435489"
## [73] "20300" "12491" "72269" "12583" "104158" "12623"
## [79] "234564" "382044" "13884" "13897" "75704" "244595"
## [85] "14962" "66054" "338403" "12846" "791260" "74114"
## [91] "12944" "66289" "100504232" "20219" "246277" "109672"
## [97] "76884" "20430" "13074" "13076" "13077" "13082"
## [103] "104086" "72082" "13097" "13095" "13096" "13098"
## [109] "69888" "72303" "107141" "226105" "433247" "545288"
## [115] "404195" "13099" "226143" "100043108" "13106" "74519"
## [121] "13110" "230459" "13109" "242546" "100066" "665095"
## [127] "546837" "224044" "74134" "64385" "106648" "631304"
## [133] "72054" "70101" "170716" "208285" "677156" "67880"
## [139] "12409" "51793" "69219" "13195" "15186" "13202"
## [145] "330817" "52585" "66375" "209183" "51798" "68801"
## [151] "54326" "13809" "12499" "13836" "13846" "13845"
## [157] "13835" "13840" "13842" "270190" "13848" "13841"
## [163] "13838" "13844" "13837" "13839" "13849" "13982"
## [169] "66841" "23872" "14058" "14071" "109821" "16621"
## [175] "14080" "14085" "14102" "79201" "14114" "14121"
## [181] "14120" "59083" "14261" "55990" "14262" "226565"
## [187] "14377" "14378" "57436" "14415" "14417" "14450"
## [193] "14528" "231103" "14629" "14538" "14711" "14782"
## [199] "14854" "14859" "14857" "100042314" "14858" "100042295"
## [205] "14865" "14864" "14866" "14867" "68312" "14862"
## [211] "14863" "14873" "68214" "14872" "56794" "55927"
## [217] "54426" "58992" "15368" "15378" "15452" "94175"
## [223] "15483" "15486" "15902" "15926" "269951" "16000"
## [229] "16006" "16010" "16177" "15900" "16424" "16426"
## [235] "16427" "16480" "12387" "85305" "70789" "16816"
## [241] "192654" "259301" "74142" "64898" "14245" "64899"
## [247] "17155" "17156" "230815" "17161" "109731" "223455"
## [253] "17195" "78038" "50997" "17750" "17748" "108156"
## [259] "29811" "18041" "18081" "18107" "18108" "18145"
## [265] "237636" "18104" "18105" "23972" "23971" "18563"
## [271] "27273" "56376" "67399" "18618" "110208" "53328"
## [277] "70804" "68943" "18815" "29858" "18984" "19015"
## [283] "19128" "19171" "19215" "64292" "56351" "100043508"
## [289] "67103" "19286" "209027" "69051" "110351" "380711"
## [295] "19662" "19692" "19693" "67442" "66397" "12401"
## [301] "18787" "55942" "108037" "20425" "20498" "20499"
## [307] "107723" "20514" "20517" "20518" "110172" "108652"
## [313] "242585" "70484" "71706" "14411" "14412" "243616"
## [319] "102857" "21366" "228608" "20733" "67437" "234724"
## [325] "56720" "21808" "225913" "110213" "65963" "69071"
## [331] "21937" "22021" "50500" "22173" "22235" "103149"
## [337] "22271" "76654" "22361" "26464" "22370"
##
## $HALLMARK_FATTY_ACID_METABOLISM
## [1] "23923" "235674" "113868" "52538" "11363" "11364"
## [7] "11409" "11370" "224530" "110460" "11429" "171210"
## [13] "171281" "26897" "217698" "217700" "171282" "170789"
## [19] "11430" "14081" "433256" "216739" "50790" "20216"
## [25] "233799" "272428" "233801" "68738" "11522" "26876"
## [31] "69117" "100417514" "11529" "11532" "68465" "11564"
## [37] "17025" "11668" "26358" "19378" "56847" "72535"
## [43] "11669" "11670" "11671" "56752" "11674" "79459"
## [49] "353204" "11754" "237940" "11792" "11832" "11992"
## [55] "12040" "109778" "12167" "12166" "68021" "12349"
## [61] "12351" "12353" "12408" "435489" "109857" "381045"
## [67] "12479" "12480" "12491" "12613" "12683" "14311"
## [73] "12892" "12894" "12895" "78070" "12896" "12908"
## [79] "12647" "12972" "13076" "13077" "666168" "100040843"
## [85] "13117" "13118" "13119" "277753" "435802" "230639"
## [91] "13120" "81906" "98314" "67460" "74754" "13382"
## [97] "78920" "51798" "93747" "13177" "23986" "69123"
## [103] "74147" "68801" "54326" "13807" "433182" "13806"
## [109] "13808" "13849" "67397" "66841" "14080" "14079"
## [115] "14104" "14194" "14261" "55990" "14373" "57436"
## [121] "14417" "14415" "14447" "14433" "270076" "14645"
## [127] "14555" "14571" "76238" "14874" "51788" "77605"
## [133] "15107" "231086" "56185" "15159" "227095" "15356"
## [139] "208982" "208715" "15360" "15446" "15108" "114664"
## [145] "243168" "15488" "15490" "72479" "15519" "15516"
## [151] "22027" "15505" "15525" "15926" "269951" "170718"
## [157] "15929" "243996" "319554" "100328588" "14204" "73988"
## [163] "100470" "21743" "18113" "67956" "16828" "16852"
## [169] "17001" "17161" "109731" "73724" "17449" "17448"
## [175] "17436" "109264" "107029" "75624" "23945" "17319"
## [181] "56690" "27354" "52683" "18194" "18207" "18263"
## [187] "66357" "13180" "72562" "18597" "18598" "68263"
## [193] "19013" "11758" "320769" "19186" "19270" "19283"
## [199] "19286" "229877" "17252" "107605" "103142" "19683"
## [205] "54150" "216453" "216454" "27400" "70335" "13476"
## [211] "67442" "20194" "66945" "66052" "66925" "56442"
## [217] "26943" "20520" "56517" "30805" "20603" "671878"
## [223] "20916" "56451" "20917" "56720" "68728" "56791"
## [229] "22235" "22275" "22276" "22361" "26464" "213742"
## [235] "22629" "22628"
##
## $HALLMARK_OXIDATIVE_PHOSPHORYLATION
## [1] "11306" "235674" "113868" "52538" "11364" "66885"
## [7] "11370" "110446" "11429" "69597" "114896" "26926"
## [13] "11655" "104776" "11931" "11946" "11947" "11949"
## [19] "66043" "67126" "11951" "228033" "67942" "11958"
## [25] "57423" "27425" "432491" "11950" "71679" "240853"
## [31] "11957" "28080" "54411" "114143" "11984" "11974"
## [37] "76252" "66335" "73834" "11973" "66144" "66290"
## [43] "338375" "108664" "12028" "12039" "69772" "12369"
## [49] "70383" "69802" "226139" "12856" "12857" "12858"
## [55] "12859" "100040340" "12861" "110323" "12864" "102640946"
## [61] "12866" "20463" "66142" "78174" "12867" "100504157"
## [67] "12868" "12894" "12895" "78070" "12974" "71832"
## [73] "109672" "109754" "66445" "13063" "672195" "670717"
## [79] "13067" "67460" "235339" "13382" "78920" "51798"
## [85] "93747" "13177" "110842" "110826" "66841" "14148"
## [91] "14194" "14297" "14661" "14719" "14751" "625249"
## [97] "17713" "97212" "231086" "15159" "15108" "15526"
## [103] "64704" "15926" "269951" "67834" "170718" "15929"
## [109] "243996" "76614" "69046" "432732" "66383" "16828"
## [115] "16832" "72416" "109731" "17161" "17449" "17448"
## [121] "170731" "67414" "66447" "55951" "66419" "27395"
## [127] "94065" "66223" "67994" "24030" "66407" "64655"
## [133] "59054" "211253" "210009" "53375" "54405" "17991"
## [139] "66091" "17992" "68202" "67130" "66416" "68375"
## [145] "66108" "70316" "102634451" "102631912" "68198" "66495"
## [151] "68194" "100041273" "100042503" "66046" "230075" "66916"
## [157] "67264" "66377" "68197" "227197" "226646" "68349"
## [163] "17993" "407785" "623286" "75406" "225887" "17995"
## [169] "72900" "18115" "18105" "18104" "18242" "18293"
## [175] "239017" "74143" "69089" "18597" "18598" "68263"
## [181] "27402" "27273" "381511" "12034" "16922" "66865"
## [187] "69833" "18984" "11757" "67442" "59040" "214952"
## [193] "66945" "67680" "66052" "66925" "67863" "78830"
## [199] "50799" "57279" "18674" "11739" "11740" "20916"
## [205] "56451" "338359" "20930" "27060" "11975" "21871"
## [211] "140494" "30059" "30055" "21854" "66525" "30057"
## [217] "30056" "223696" "28185" "66152" "66594" "67530"
## [223] "22273" "67003" "66694" "66576" "100042918" "22272"
## [229] "22333" "22334" "22335"
##
## $HALLMARK_GLYCOLYSIS
## [1] "74104" "11541" "11540" "77559" "11603" "56248" "11639" "58810"
## [9] "110695" "56752" "11674" "79459" "353204" "230163" "208211" "11727"
## [17] "11731" "219033" "503844" "630952" "11730" "57875" "52231" "59046"
## [25] "11876" "20878" "117592" "76898" "280645" "72727" "72297" "272411"
## [33] "14595" "53418" "56375" "218271" "12124" "23827" "58226" "12291"
## [41] "239556" "12337" "12368" "12505" "12534" "12615" "74241" "100910"
## [49] "76969" "59031" "54371" "60322" "26887" "56773" "17684" "12739"
## [57] "12740" "56863" "76524" "76332" "12831" "12829" "12828" "107581"
## [65] "53867" "71355" "94216" "373864" "12824" "12825" "12826" "12827"
## [73] "12830" "12832" "12836" "12842" "12843" "50797" "107869" "12767"
## [81] "109672" "13179" "74747" "76131" "13382" "26757" "12933" "22240"
## [89] "12934" "13506" "13507" "70601" "13638" "13649" "13869" "13866"
## [97] "13867" "112407" "13710" "13806" "433182" "13807" "13808" "50527"
## [105] "14042" "14043" "70186" "14120" "14121" "14228" "53618" "14381"
## [113] "14380" "53897" "74246" "14635" "69976" "14447" "14433" "14629"
## [121] "14583" "14584" "22122" "93683" "93692" "69080" "331026" "50798"
## [129] "26384" "67980" "14718" "14719" "14733" "14734" "14735" "23888"
## [137] "84111" "110006" "14936" "232493" "23897" "110611" "211208" "245598"
## [145] "15277" "216019" "212032" "15275" "15366" "71653" "26556" "23908"
## [153] "50786" "50785" "50787" "14828" "15481" "15482" "15512" "193740"
## [161] "15926" "269951" "15932" "15937" "16009" "16011" "16164" "384783"
## [169] "16369" "16367" "57444" "68048" "229504" "105785" "66913" "68137"
## [177] "19348" "16563" "73470" "73804" "226413" "16591" "83379" "16828"
## [185] "16833" "76429" "76987" "16876" "16870" "17449" "17448" "17436"
## [193] "109264" "107029" "23989" "17289" "26362" "17295" "19882" "17319"
## [201] "56727" "110119" "17859" "67311" "627235" "50927" "83398" "64580"
## [209] "17423" "78330" "78688" "18194" "23959" "18451" "18452" "18484"
## [217] "55982" "18563" "236900" "18639" "18640" "270198" "56421" "18641"
## [225] "18642" "18648" "56012" "18655" "18663" "66171" "66681" "70974"
## [233] "110094" "18679" "18746" "67451" "18822" "26432" "26433" "54128"
## [241] "67005" "68507" "327814" "233977" "268373" "269569" "19053" "19052"
## [249] "19139" "328099" "75456" "110639" "23996" "110078" "19309" "110095"
## [257] "104009" "104458" "24105" "66646" "52187" "54170" "60406" "50724"
## [265] "20969" "15529" "20970" "66052" "80879" "57274" "27376" "50799"
## [273] "229782" "14385" "20655" "20682" "20665" "20681" "245865" "57357"
## [281] "20855" "20856" "16765" "21351" "21786" "21802" "21810" "83553"
## [289] "74419" "21881" "21983" "21991" "22021" "22166" "67402" "216558"
## [297] "13003" "22339" "22359" "16835" "217119" "233781" "30046" "109263"
##
## $HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY
## [1] "17250" "76408" "27421" "27416" "12780" "20927"
## [7] "20928" "224814" "244562" "239273" "11927" "12359"
## [13] "12581" "112406" "13871" "14159" "14158" "14325"
## [19] "100862446" "434624" "14337" "14381" "14380" "14629"
## [25] "14630" "93692" "69367" "14778" "75512" "14780"
## [31] "625249" "14782" "15242" "15369" "320495" "16477"
## [37] "16476" "16478" "68576" "16985" "17196" "56615"
## [43] "17523" "13861" "76113" "110265" "67130" "68194"
## [49] "100041273" "100042503" "226646" "18104" "18105" "108737"
## [55] "53416" "54132" "56421" "18641" "18642" "18477"
## [61] "21672" "53381" "11758" "320769" "19122" "110854"
## [67] "216161" "224432" "109815" "20655" "20656" "76650"
## [73] "59041" "22166" "67402" "50493" "232223" "26462"
##
## $HALLMARK_P53_PATHWAY
## [1] "268860" "27416" "244562" "17250" "12780" "20927"
## [7] "20928" "239273" "105501" "11479" "269275" "21812"
## [13] "11486" "68048" "57444" "229504" "11636" "11688"
## [19] "11686" "23801" "11689" "68558" "11783" "11820"
## [25] "11910" "108100" "12018" "12028" "53619" "12156"
## [31] "12226" "194735" "436199" "12227" "12362" "12444"
## [37] "12443" "12445" "12450" "12454" "101565" "12520"
## [43] "12521" "12493" "12554" "12569" "12575" "12578"
## [49] "12579" "70925" "12606" "68755" "229933" "12722"
## [55] "23844" "80797" "99663" "99709" "229927" "67426"
## [61] "207785" "13033" "56464" "76884" "20430" "67880"
## [67] "12409" "107986" "13198" "74747" "23853" "13139"
## [73] "110197" "217480" "99480" "71712" "13663" "230233"
## [79] "13836" "13846" "13845" "13835" "13840" "13842"
## [85] "270190" "13848" "13841" "13838" "13844" "13837"
## [91] "13839" "13849" "98845" "22592" "14062" "70186"
## [97] "14102" "79201" "50754" "14149" "14168" "14167"
## [103] "14169" "14281" "56484" "71665" "13197" "23882"
## [109] "216456" "14660" "14667" "14776" "50708" "14957"
## [115] "56702" "80838" "50709" "232440" "15267" "319192"
## [121] "319163" "319164" "319165" "319166" "319167" "319168"
## [127] "319169" "319170" "665433" "319172" "319173" "319176"
## [133] "319191" "319162" "319171" "15270" "621893" "15200"
## [139] "15183" "192231" "15254" "15368" "15461" "18415"
## [145] "15937" "15939" "65972" "16175" "16324" "16323"
## [151] "76500" "16970" "16179" "66383" "192897" "16450"
## [157] "16449" "16476" "16477" "16478" "16554" "16600"
## [163] "16598" "259277" "16667" "68239" "16664" "16666"
## [169] "16832" "16878" "102626" "17164" "17246" "17347"
## [175] "17346" "17119" "17122" "17988" "18072" "18081"
## [181] "70930" "18128" "18129" "214254" "433241" "56312"
## [187] "71839" "18538" "18540" "18590" "64058" "27280"
## [193] "57913" "71795" "20620" "12795" "140570" "18846"
## [199] "18845" "18844" "235611" "140571" "67784" "243743"
## [205] "29858" "80905" "107939" "53892" "17872" "19079"
## [211] "15468" "19124" "19250" "24000" "19267" "19262"
## [217] "19296" "224624" "217371" "14694" "114714" "19367"
## [223] "19730" "74012" "19645" "68098" "67442" "19734"
## [229] "217344" "13650" "75234" "30945" "19899" "54217"
## [235] "626888" "100043215" "100043718" "20042" "100034727" "67941"
## [241] "57294" "100043813" "56437" "101867" "20181" "20183"
## [247] "20194" "20198" "268686" "20229" "20969" "53421"
## [253] "57743" "20724" "170742" "140742" "55948" "116914"
## [259] "20509" "242585" "70484" "17254" "26570" "12703"
## [265] "20683" "20698" "19143" "68428" "13830" "229277"
## [271] "21354" "76281" "99681" "21452" "21802" "21803"
## [277] "17112" "67623" "21950" "21952" "21953" "21954"
## [283] "22057" "22059" "22061" "22062" "21987" "69786"
## [289] "22032" "231712" "69076" "228775" "21807" "52808"
## [295] "56338" "22271" "76654" "22320" "22337" "67776"
## [301] "244810" "59002" "107568" "16396" "66894" "22591"
## [307] "235320" "12192" "22401" "216049"
##
## $HALLMARK_UV_RESPONSE_UP
## [1] "18671" "18669" "18670" "27413" "235674" "113868"
## [7] "239528" "236511" "214150" "11655" "11674" "79459"
## [13] "353204" "11702" "100041585" "232910" "55938" "11828"
## [19] "216869" "109689" "27053" "11910" "66335" "66144"
## [25] "12018" "12125" "12122" "12156" "12215" "12226"
## [31] "194735" "436199" "12227" "12228" "12349" "12367"
## [37] "12424" "12445" "12443" "12444" "12447" "216150"
## [43] "111266" "67615" "71702" "668198" "668213" "668216"
## [49] "668209" "102635357" "668205" "668203" "102635473" "12566"
## [55] "12577" "12579" "12583" "12611" "12660" "110835"
## [61] "12724" "12723" "74325" "12757" "12799" "12824"
## [67] "12829" "12828" "107581" "53867" "71355" "94216"
## [73] "373864" "12825" "12826" "12827" "12830" "12831"
## [79] "12832" "12836" "12842" "12843" "433375" "13039"
## [85] "26898" "56092" "56094" "56835" "58518" "70202"
## [91] "214639" "64139" "104002" "117066" "218275" "14825"
## [97] "20310" "330122" "20309" "66427" "72017" "13076"
## [103] "13077" "56200" "94213" "13350" "13385" "15502"
## [109] "81489" "13559" "104394" "26905" "26908" "217869"
## [115] "13807" "433182" "13806" "13808" "17075" "13849"
## [121] "14156" "14172" "14171" "14179" "14228" "14261"
## [127] "55990" "14281" "14282" "18550" "18553" "18551"
## [133] "18552" "14419" "14528" "14590" "14660" "216456"
## [139] "14778" "75512" "14780" "66168" "17713" "15270"
## [145] "319173" "621893" "319176" "319191" "319162" "232440"
## [151] "319171" "15267" "319192" "319163" "319164" "319165"
## [157] "319166" "319167" "319168" "319169" "319170" "665433"
## [163] "319172" "15013" "15040" "14972" "14991" "15006"
## [169] "15007" "15018" "14964" "14990" "15015" "630294"
## [175] "110557" "15039" "100529082" "14963" "240095" "15043"
## [181] "14985" "110696" "333715" "224753" "224754" "399549"
## [187] "667977" "224756" "15024" "224761" "14997" "14980"
## [193] "15019" "110558" "15368" "51810" "110920" "15512"
## [199] "15481" "14828" "15482" "193740" "15566" "15587"
## [205] "15894" "15898" "16008" "16193" "16195" "16362"
## [211] "16477" "16476" "16478" "16511" "170738" "192775"
## [217] "71765" "16870" "16876" "17096" "17161" "109731"
## [223] "60597" "13728" "232944" "226778" "17308" "17387"
## [229] "17388" "17389" "17391" "19935" "17701" "17702"
## [235] "17961" "17960" "17962" "18035" "18091" "53324"
## [241] "18164" "73340" "504193" "15370" "18213" "18212"
## [247] "18211" "71844" "53319" "83454" "170722" "56177"
## [253] "229759" "15379" "225631" "246086" "11546" "11545"
## [259] "231887" "53318" "227120" "224860" "59001" "50776"
## [265] "245841" "231327" "105675" "66849" "19063" "18747"
## [271] "18749" "18753" "18761" "70767" "19182" "19266"
## [277] "19268" "19280" "11891" "80718" "19419" "240168"
## [283] "19713" "106344" "11852" "103963" "56437" "20182"
## [289] "20364" "20429" "18391" "11739" "11740" "14411"
## [295] "14412" "243616" "102857" "21366" "20656" "20751"
## [301] "18412" "59045" "20867" "59041" "20887" "53315"
## [307] "57429" "57430" "215895" "21338" "21336" "21354"
## [313] "110960" "272396" "71807" "99681" "22042" "73122"
## [319] "110213" "22117" "246221" "22145" "22143" "22144"
## [325] "22147" "22146" "22142" "53857" "238463" "22174"
## [331] "26362" "17289" "22275" "22404" "56418"
##
## $HALLMARK_UV_RESPONSE_DN
## [1] "17250" "76408" "27421" "27416" "12780" "20927"
## [7] "20928" "224814" "244562" "239273" "11480" "11481"
## [13] "27360" "11518" "11519" "99633" "330814" "319387"
## [19] "11541" "11540" "66549" "23797" "11652" "218038"
## [25] "12306" "11746" "11787" "236915" "219140" "226970"
## [31] "67972" "11941" "320707" "381290" "235574" "11990"
## [37] "226255" "22589" "20238" "12040" "12064" "20893"
## [43] "12166" "12286" "12288" "12290" "54652" "12289"
## [49] "12292" "12287" "67252" "12389" "16007" "14219"
## [55] "226751" "217866" "240505" "69562" "69131" "12576"
## [61] "57810" "14007" "13046" "17684" "12814" "12829"
## [67] "12828" "107581" "53867" "71355" "94216" "373864"
## [73] "12824" "12825" "12826" "12827" "12830" "12831"
## [79] "12832" "12836" "12842" "12843" "74320" "13132"
## [85] "13170" "69219" "51793" "50768" "243362" "236920"
## [91] "13383" "23859" "13385" "53310" "68055" "19252"
## [97] "319520" "13548" "216616" "13866" "13869" "13649"
## [103] "13867" "14066" "23876" "58859" "14200" "14360"
## [109] "22612" "14191" "20779" "57265" "14362" "14369"
## [115] "14537" "14609" "414089" "14773" "26385" "14772"
## [121] "15117" "15118" "15893" "15901" "16001" "16011"
## [127] "16009" "234515" "269180" "231070" "16367" "384783"
## [133] "16369" "16416" "545156" "223435" "16531" "16532"
## [139] "16590" "12978" "226519" "18208" "18209" "23928"
## [145] "16772" "16782" "16835" "22359" "14745" "268977"
## [151] "16997" "50791" "14924" "17755" "17754" "23938"
## [157] "26416" "19094" "17295" "19882" "23945" "17314"
## [163] "252875" "17389" "17387" "17388" "17391" "57312"
## [169] "17748" "17750" "116870" "23942" "116871" "17869"
## [175] "107771" "59125" "18028" "18027" "18029" "18032"
## [181] "18033" "18034" "71175" "18129" "18128" "18132"
## [187] "18131" "353187" "14815" "18186" "18187" "18596"
## [193] "18595" "56376" "67399" "56273" "213109" "229615"
## [199] "17344" "56469" "18707" "74769" "18706" "18710"
## [205] "18798" "67916" "18858" "19016" "110593" "19088"
## [211] "19087" "18750" "18751" "18752" "18754" "18755"
## [217] "19211" "19220" "24000" "19250" "19274" "19281"
## [223] "19272" "19273" "114713" "19414" "19663" "71973"
## [229] "19736" "74194" "12394" "12399" "12393" "20181"
## [235] "20183" "106583" "30953" "100505386" "20273" "20272"
## [241] "20264" "24046" "20265" "110876" "20269" "20271"
## [247] "15529" "18787" "54650" "217692" "74206" "244668"
## [253] "18400" "11987" "11989" "11988" "17127" "17126"
## [259] "17131" "17130" "20583" "20747" "399676" "212727"
## [265] "207213" "399674" "399675" "383977" "229571" "668359"
## [271] "100043188" "399673" "436563" "668346" "100042761" "109552"
## [277] "64009" "20975" "104015" "210106" "21788" "21813"
## [283] "21814" "21872" "21873" "27375" "328108" "22325"
## [289] "57257" "22324" "207615" "231386" "328365" "52915"
##
## $HALLMARK_ANGIOGENESIS
## [1] "11818" "11820" "12444" "12443" "12445" "12825" "12829" "12828"
## [9] "107581" "53867" "71355" "74320" "94216" "373864" "12824" "12826"
## [17] "12827" "12830" "12831" "12832" "12836" "12842" "12843" "20311"
## [25] "20309" "14182" "14183" "14184" "14186" "14314" "16410" "241226"
## [33] "16402" "16449" "16450" "16523" "16956" "16976" "17022" "17701"
## [41] "17702" "18186" "18187" "108078" "381816" "18590" "56744" "21946"
## [49] "50706" "19074" "53856" "14083" "20198" "268686" "268591" "24059"
## [57] "20750" "20855" "21824" "21857" "94185" "22325" "57257" "22324"
## [65] "13003" "22339" "22370"
##
## $HALLMARK_HEME_METABOLISM
## [1] "74104" "26357" "27405" "13349" "11433" "216739"
## [7] "11518" "27360" "11519" "72674" "68262" "28169"
## [13] "170812" "17025" "11656" "107747" "216188" "104776"
## [19] "11733" "11828" "69632" "213498" "107566" "27053"
## [25] "666468" "102926" "11975" "21871" "140494" "27060"
## [31] "12013" "57278" "84004" "109778" "233016" "140780"
## [37] "269774" "12177" "100043324" "12183" "12215" "12227"
## [43] "436199" "194735" "12226" "12234" "103583" "12266"
## [49] "12268" "15139" "12346" "12349" "12380" "12359"
## [55] "215814" "12445" "12443" "12444" "217232" "12585"
## [61] "237988" "66935" "12725" "12727" "12892" "83429"
## [67] "13030" "13034" "208846" "242418" "28199" "114893"
## [73] "54339" "102323" "13829" "242705" "15467" "192657"
## [79] "71946" "269587" "13822" "13828" "13857" "27028"
## [85] "14055" "78938" "69754" "71538" "14151" "63828"
## [91] "238024" "60611" "56484" "14317" "66691" "14460"
## [97] "14629" "14630" "56209" "73046" "229363" "14934"
## [103] "71683" "14958" "97122" "326619" "319155" "319159"
## [109] "326620" "319156" "319157" "69386" "319158" "319160"
## [115] "100041230" "320332" "319161" "14651" "68977" "101488143"
## [121] "100503605" "436003" "15135" "15129" "15130" "544763"
## [127] "216635" "15122" "110257" "15126" "15191" "15192"
## [133] "15199" "15288" "53415" "64704" "78369" "78908"
## [139] "69046" "432732" "18519" "338523" "23925" "219094"
## [145] "16596" "16599" "75753" "16784" "16909" "64898"
## [151] "14245" "64899" "65107" "26397" "26399" "224703"
## [157] "71779" "17169" "232944" "105787" "226778" "13728"
## [163] "67216" "218121" "52065" "66447" "17330" "54484"
## [169] "22652" "68591" "70380" "17524" "17859" "17896"
## [175] "67608" "67563" "27057" "59125" "18022" "18023"
## [181] "18115" "14815" "71207" "58242" "102954" "71648"
## [187] "74309" "76303" "18452" "18451" "18563" "67182"
## [193] "66171" "233489" "14755" "19044" "225849" "26932"
## [199] "21672" "18477" "67151" "19358" "74334" "110351"
## [205] "380711" "56190" "666794" "83486" "236732" "59028"
## [211] "19743" "19746" "66878" "84585" "30945" "53378"
## [217] "74136" "665119" "20342" "20341" "214597" "320007"
## [223] "214601" "18174" "18173" "30805" "20520" "56517"
## [229] "67712" "208638" "20525" "20528" "20527" "22782"
## [235] "226781" "20533" "20535" "66943" "102857" "14664"
## [241] "104245" "26570" "228608" "20617" "20739" "20740"
## [247] "20741" "104015" "20975" "21349" "21399" "21400"
## [253] "74645" "212943" "211586" "22042" "68875" "330401"
## [259] "56786" "66241" "213988" "233833" "217351" "21961"
## [265] "319939" "21969" "72960" "70827" "67095" "19824"
## [271] "69097" "224762" "216781" "56224" "74257" "70026"
## [277] "22173" "98766" "22228" "22275" "22276" "14479"
## [283] "236733" "22258" "22344" "22439" "65246" "66011"
## [289] "383295"
##
## $HALLMARK_COAGULATION
## [1] "232345" "17837" "17836" "104681" "232400" "11287"
## [7] "93732" "11502" "11727" "11731" "219033" "503844"
## [13] "630952" "11730" "16952" "11806" "11812" "11813"
## [19] "105886299" "11814" "11843" "11844" "12153" "21892"
## [25] "24087" "12259" "667277" "50909" "66686" "317677"
## [31] "50908" "12263" "12266" "12268" "15139" "230558"
## [37] "12279" "12274" "109828" "110382" "69379" "12334"
## [43] "170725" "12333" "12335" "268958" "73647" "12337"
## [49] "12371" "12527" "14962" "11537" "12628" "214403"
## [55] "545366" "12630" "12759" "12845" "21828" "21825"
## [61] "21827" "56373" "93721" "54381" "68337" "114570"
## [67] "13007" "13030" "13034" "13036" "13038" "13040"
## [73] "229445" "13039" "26898" "56092" "56094" "56835"
## [79] "58518" "70202" "214639" "64139" "104002" "117066"
## [85] "218275" "13190" "13482" "14089" "56405" "67603"
## [91] "235584" "14058" "14071" "109821" "16621" "58992"
## [97] "54426" "14060" "14061" "14064" "14066" "14069"
## [103] "14118" "14119" "14161" "99571" "14268" "18550"
## [109] "18553" "18551" "18552" "14360" "22612" "14191"
## [115] "20779" "14544" "14693" "14696" "14688" "14701"
## [121] "14723" "54368" "227753" "20259" "11567" "22349"
## [127] "15360" "15378" "15451" "94175" "56213" "78558"
## [133] "66383" "16398" "213119" "319480" "109700" "16416"
## [139] "16424" "16426" "93691" "259277" "16784" "320202"
## [145] "13590" "19141" "16971" "16973" "16974" "94217"
## [151] "228357" "14725" "16993" "17133" "17175" "230908"
## [157] "17195" "17287" "83995" "83996" "17394" "17384"
## [163] "17392" "17385" "17387" "17388" "17389" "17391"
## [169] "17390" "17393" "17395" "76467" "15235" "108078"
## [175] "381816" "18441" "18591" "18613" "67898" "56744"
## [181] "20309" "18791" "18792" "56193" "18815" "19072"
## [187] "19123" "19128" "66901" "76453" "98710" "19353"
## [193] "223864" "56508" "19733" "20193" "20196" "20704"
## [199] "20703" "20701" "20700" "20702" "68348" "194604"
## [205] "18788" "11905" "18787" "12258" "23921" "64383"
## [211] "20692" "22041" "71775" "17002" "21789" "21824"
## [217] "21857" "21859" "71753" "236733" "14479" "22258"
## [223] "22371" "17833" "17831" "22388"
##
## $HALLMARK_IL2_STAT5_SIGNALING
## [1] "18671" "18669" "18670" "27413" "11492" "11596"
## [7] "269378" "11615" "66395" "100041194" "11622" "11658"
## [13] "17117" "11746" "11803" "11861" "53314" "381319"
## [19] "12043" "12048" "20893" "12156" "12168" "12349"
## [25] "12332" "12335" "268958" "73647" "170725" "12333"
## [31] "12334" "12367" "12444" "12443" "12445" "12447"
## [37] "12773" "12505" "12506" "15985" "12520" "12522"
## [43] "12524" "72729" "57912" "23834" "109332" "12577"
## [49] "12700" "216197" "12810" "12833" "12834" "12977"
## [55] "12981" "13011" "12477" "64138" "15945" "20430"
## [61] "76884" "69305" "19347" "320560" "20148" "381738"
## [67] "13601" "68043" "13730" "13808" "18605" "209558"
## [73] "13813" "320204" "18612" "14064" "14085" "213056"
## [79] "14190" "14256" "18550" "18553" "18551" "18552"
## [85] "57436" "17873" "319625" "14460" "55932" "229900"
## [91] "236573" "76074" "100702" "634650" "626578" "17472"
## [97] "384009" "14744" "14608" "76206" "245526" "625249"
## [103] "14873" "68214" "54195" "15258" "15257" "15259"
## [109] "15277" "216019" "212032" "15275" "74318" "59026"
## [115] "54167" "66141" "68713" "80876" "74482" "213002"
## [121] "69147" "73835" "15979" "16001" "16004" "22779"
## [127] "22781" "16153" "16154" "16163" "16182" "16178"
## [133] "17082" "16184" "16185" "16188" "12982" "16190"
## [139] "16364" "54139" "15900" "16403" "16407" "16410"
## [145] "241226" "16402" "209378" "23849" "225010" "16878"
## [151] "16206" "269473" "320398" "100604" "72267" "231549"
## [157] "433926" "241296" "16994" "17133" "26410" "17760"
## [163] "17164" "102626" "17829" "17119" "17869" "107771"
## [169] "17913" "71602" "17916" "17979" "17978" "14299"
## [175] "17988" "18030" "80859" "110109" "18186" "18187"
## [181] "23959" "18263" "18438" "18439" "18451" "18452"
## [187] "68079" "18619" "21664" "68770" "18712" "223775"
## [193] "22634" "18810" "13518" "11426" "11520" "19012"
## [199] "22038" "18828" "78459" "667034" "18950" "18986"
## [205] "54637" "18755" "18754" "19122" "19206" "19207"
## [211] "19217" "19228" "213527" "217057" "56361" "29809"
## [217] "227800" "19734" "11852" "74734" "107702" "102635744"
## [223] "19883" "52187" "54170" "20193" "20274" "110876"
## [229] "20269" "20271" "20272" "20273" "20264" "24046"
## [235] "20265" "20343" "20344" "20719" "97848" "20708"
## [241] "238568" "435350" "11905" "212531" "50795" "56726"
## [247] "214547" "20514" "13340" "20527" "20525" "67547"
## [253] "57319" "244962" "66616" "12703" "216233" "100043256"
## [259] "20750" "114716" "24066" "20443" "20947" "20973"
## [265] "229521" "21817" "331046" "21844" "24001" "170743"
## [271] "170744" "279572" "21936" "21938" "94185" "22163"
## [277] "21941" "21942" "22035" "21943" "22029" "69863"
## [283] "65960" "80914" "22245" "22247" "68151" "22433"
##
## $HALLMARK_BILE_ACID_METABOLISM
## [1] "11303" "11304" "27403" "268379" "74591" "11305"
## [7] "27410" "381072" "67928" "320631" "233810" "217265"
## [13] "76184" "27404" "217262" "217258" "11666" "26874"
## [19] "19299" "192663" "67470" "14081" "433256" "216739"
## [25] "11611" "208665" "11668" "26358" "19378" "56847"
## [31] "72535" "11669" "237320" "56752" "17117" "11806"
## [37] "64008" "11835" "20238" "170442" "29815" "12161"
## [43] "12359" "12642" "74114" "104086" "56050" "13116"
## [49] "13122" "13123" "13124" "74754" "13370" "107585"
## [55] "13371" "71877" "13850" "76267" "60527" "56473"
## [61] "228151" "14149" "14473" "14630" "14711" "14712"
## [67] "76263" "56794" "15112" "114664" "243168" "15488"
## [73] "27400" "107605" "19683" "54150" "103142" "216453"
## [79] "216454" "15494" "15496" "15497" "15492" "15493"
## [85] "15495" "100043456" "100043461" "101502" "15926" "269951"
## [91] "319554" "66307" "16596" "16818" "17096" "15162"
## [97] "16890" "66887" "56690" "17999" "18145" "237636"
## [103] "23957" "20186" "18171" "110784" "67993" "71648"
## [109] "212503" "111175" "71382" "18631" "69129" "103737"
## [115] "72129" "18633" "19298" "74043" "224824" "18634"
## [121] "18642" "56421" "18641" "16922" "19193" "67452"
## [127] "54683" "19301" "19659" "67442" "20181" "20183"
## [133] "20280" "12401" "18400" "20522" "54338" "26458"
## [139] "225579" "26459" "63959" "73836" "28250" "28248"
## [145] "28254" "108096" "625716" "435927" "28253" "58807"
## [151] "223920" "20655" "56362" "54200" "100043194" "76971"
## [157] "638251" "434121" "629203" "434264" "629219" "20859"
## [163] "81879" "22221" "22139"
##
## $HALLMARK_PEROXISOME
## [1] "18671" "18669" "18670" "27413" "56325" "21355"
## [7] "27416" "244562" "17250" "12780" "20927" "20928"
## [13] "239273" "11666" "26874" "19299" "235674" "113868"
## [19] "170789" "11430" "14081" "433256" "216739" "50790"
## [25] "11657" "11668" "26358" "19378" "56847" "72535"
## [31] "11669" "56752" "20238" "12042" "12287" "12286"
## [37] "12288" "12290" "54652" "12289" "12292" "54725"
## [43] "12359" "12572" "12613" "76524" "26889" "12785"
## [49] "75064" "12903" "12904" "12908" "12647" "13016"
## [55] "13017" "51797" "55936" "74754" "20148" "13370"
## [61] "107585" "13385" "51798" "23986" "69123" "74147"
## [67] "68801" "54326" "13850" "13870" "70333" "13872"
## [73] "13983" "16204" "76267" "60527" "56473" "228151"
## [79] "110196" "66437" "14712" "76263" "56185" "15356"
## [85] "208982" "15461" "15484" "114664" "243168" "15488"
## [91] "101502" "15492" "15925" "15926" "269951" "319554"
## [97] "66307" "16413" "66887" "56690" "17685" "78388"
## [103] "18171" "110959" "18458" "18459" "67543" "381404"
## [109] "230721" "18631" "18632" "72129" "56273" "19302"
## [115] "19305" "224824" "18477" "21672" "54683" "17252"
## [121] "67442" "20183" "20181" "22287" "20280" "20348"
## [127] "20346" "20347" "20349" "108151" "12401" "20437"
## [133] "20438" "54338" "20524" "67283" "11739" "11740"
## [139] "26458" "225579" "73836" "20588" "68094" "20655"
## [145] "20656" "20905" "54200" "100043194" "76971" "638251"
## [151] "434121" "629203" "434264" "629219" "20859" "21973"
## [157] "12257" "22139" "71773" "100559" "100727" "112417"
## [163] "243085" "231396" "22238" "72094" "552899" "20479"
## [169] "116733" "22629" "22628"
##
## $HALLMARK_ALLOGRAFT_REJECTION
## [1] "234734" "24015" "11308" "329165" "11423" "11480"
## [7] "11481" "11651" "11652" "23797" "11785" "12010"
## [13] "12035" "12042" "12051" "12189" "12263" "12332"
## [19] "27220" "20292" "20306" "20293" "20296" "24047"
## [25] "100040035" "100861618" "100039789" "100861647" "100039848" "100039053"
## [31] "100043918" "100043921" "100039973" "20299" "20303" "20304"
## [37] "12444" "12443" "12445" "12768" "12770" "12772"
## [43] "12774" "12479" "12480" "12481" "12503" "12487"
## [49] "12500" "12501" "12502" "12504" "21939" "21947"
## [55] "16423" "12516" "16149" "12518" "12519" "12524"
## [61] "12525" "12526" "84544" "12578" "12579" "18636"
## [67] "54698" "12977" "12988" "13040" "13038" "55985"
## [73] "17329" "12766" "226414" "13244" "619326" "70059"
## [79] "226419" "69181" "13649" "13869" "13866" "13867"
## [85] "13669" "55944" "78655" "100042807" "230861" "208643"
## [91] "276770" "50701" "19152" "56501" "13874" "23871"
## [97] "14061" "14062" "14102" "79201" "14103" "14130"
## [103] "14131" "677296" "14191" "14360" "20779" "22612"
## [109] "192176" "286940" "68794" "23880" "14423" "271786"
## [115] "14469" "14468" "229900" "14537" "170823" "14744"
## [121] "14938" "14939" "14940" "14942" "14944" "14943"
## [127] "14941" "245839" "17231" "15163" "79221" "15184"
## [133] "56233" "208727" "15251" "13819" "15006" "15013"
## [139] "14972" "15040" "14990" "15007" "15018" "14964"
## [145] "14991" "14963" "15015" "110557" "630294" "667977"
## [151] "240095" "15043" "14985" "110696" "333715" "224753"
## [157] "224754" "399549" "100529082" "15039" "224756" "15024"
## [163] "224761" "14997" "69717" "14980" "15019" "110558"
## [169] "14998" "15000" "14999" "15001" "15002" "14961"
## [175] "14960" "100504404" "667803" "15894" "15898" "50723"
## [181] "230623" "230613" "329918" "15976" "15978" "15979"
## [187] "15980" "80719" "16150" "12675" "16153" "16156"
## [193] "16159" "16160" "16161" "16163" "16168" "16170"
## [199] "16173" "16174" "16176" "16183" "50931" "16184"
## [205] "16185" "16186" "16189" "16190" "16193" "16196"
## [211] "16198" "16323" "16324" "16364" "54123" "15900"
## [217] "16408" "16414" "16415" "16412" "16421" "16428"
## [223] "21682" "12229" "16452" "54721" "16451" "16643"
## [229] "16678" "16681" "16687" "16688" "406220" "110308"
## [235] "16818" "17096" "15162" "16822" "16878" "16994"
## [241] "17076" "17084" "26409" "26411" "17195" "17395"
## [247] "94062" "76784" "17972" "17973" "17086" "216799"
## [253] "378425" "195046" "637515" "18102" "18126" "18127"
## [259] "18125" "18148" "56744" "20309" "18646" "18751"
## [265] "18750" "18752" "19171" "15170" "19264" "104458"
## [271] "192656" "67248" "68172" "66211" "27367" "20005"
## [277] "100042823" "194905" "20085" "20091" "100043780" "76846"
## [283] "54390" "12703" "56468" "20375" "19073" "20452"
## [289] "192187" "192188" "20846" "20848" "20849" "21354"
## [295] "21355" "56325" "21356" "21803" "21808" "21838"
## [301] "21857" "21897" "21899" "24088" "142980" "279572"
## [307] "21926" "21985" "22030" "77647" "216080" "75097"
## [313] "237009" "93765" "22375" "22376" "73178" "22637"
## [319] "20963"
##
## $HALLMARK_SPERMATOGENESIS
## [1] "11421" "54137" "11451" "11471" "11470" "21744"
## [7] "11495" "11516" "15463" "11643" "11642" "11687"
## [13] "11685" "11684" "11861" "109979" "11872" "20878"
## [19] "109880" "11836" "110157" "12235" "12326" "12427"
## [25] "12442" "12467" "12466" "12534" "72391" "12638"
## [31] "231600" "12672" "12745" "12330" "20480" "74438"
## [37] "215890" "12794" "72978" "12812" "22024" "11572"
## [43] "11571" "13000" "12995" "13012" "69294" "27214"
## [49] "13176" "18007" "30959" "13206" "13404" "50796"
## [55] "56691" "71854" "319446" "13479" "12686" "14056"
## [61] "14055" "14415" "14417" "14447" "14433" "14581"
## [67] "14582" "23885" "627264" "434725" "668964" "668963"
## [73] "668960" "668958" "630022" "100040482" "100040533" "100040606"
## [79] "100040722" "100040732" "100040781" "100042168" "100042254" "100042275"
## [85] "100861971" "100862067" "100862329" "11536" "14823" "268934"
## [91] "108073" "14816" "108069" "108071" "108072" "14840"
## [97] "14866" "14864" "14867" "68312" "14862" "14863"
## [103] "14865" "107970" "15126" "216635" "544763" "15122"
## [109] "110257" "15407" "15429" "15482" "15481" "193740"
## [115] "14828" "15512" "15511" "18415" "15563" "15564"
## [121] "15925" "21821" "16162" "16165" "27399" "83964"
## [127] "73804" "16563" "16833" "14245" "64899" "17761"
## [133] "17776" "56527" "328329" "17288" "17349" "17354"
## [139] "246198" "17773" "244701" "56717" "97243" "56292"
## [145] "117903916" "215387" "380684" "18040" "18005" "18016"
## [151] "18125" "18126" "18127" "53885" "18168" "53814"
## [157] "18285" "69310" "56522" "18789" "216578" "11546"
## [163] "11545" "30052" "18551" "18550" "18598" "18597"
## [169] "23980" "76400" "18663" "18655" "74451" "71838"
## [175] "68961" "17344" "18976" "19087" "19088" "19119"
## [181] "56088" "19356" "106344" "68172" "67248" "20255"
## [187] "20394" "18952" "214547" "93759" "20496" "20495"
## [193] "20497" "56485" "435818" "20616" "67946" "56324"
## [199] "20744" "16201" "20957" "21351" "21463" "71841"
## [205] "24084" "21830" "71868" "83553" "74419" "21881"
## [211] "21888" "21887" "21885" "21954" "21953" "21952"
## [217] "21958" "21959" "235559" "22099" "22115" "22137"
## [223] "22144" "22147" "22143" "22146" "22145" "22142"
## [229] "53857" "238463" "56734" "22335" "53422" "72350"
## [235] "75553" "20834" "53604"
##
## $HALLMARK_KRAS_SIGNALING_UP
## [1] "18671" "18669" "18670" "27413" "11421" "11491"
## [7] "11501" "58860" "13522" "78560" "70693" "170757"
## [13] "83397" "11652" "23797" "19378" "26358" "11668"
## [19] "56847" "72535" "11669" "56068" "225339" "57875"
## [25] "11732" "101772" "243634" "228432" "26359" "11815"
## [31] "11846" "66795" "78937" "11796" "11797" "17951"
## [37] "17952" "17940" "17948" "12156" "12183" "228662"
## [43] "12223" "12267" "12349" "69008" "12402" "234309"
## [49] "30951" "20297" "12444" "12443" "12445" "72972"
## [55] "12493" "12521" "71891" "14962" "12628" "214403"
## [61] "545366" "50702" "12683" "14311" "73149" "269799"
## [67] "26888" "474145" "69810" "381809" "17474" "56620"
## [73] "14747" "12876" "74114" "12981" "12982" "16188"
## [79] "13040" "13038" "15945" "12767" "73379" "71972"
## [85] "94176" "330662" "68813" "67603" "235584" "13730"
## [91] "13805" "13823" "13844" "13845" "270190" "13846"
## [97] "13835" "13840" "13842" "13848" "13841" "13836"
## [103] "13838" "13837" "13839" "13874" "50527" "23871"
## [109] "14009" "18612" "104156" "14020" "213027" "74145"
## [115] "331046" "14063" "106052" "14127" "14180" "80857"
## [121] "80903" "14257" "14254" "71665" "14373" "14396"
## [127] "14394" "14395" "110886" "23882" "13197" "14425"
## [133] "207839" "14584" "93692" "66066" "14699" "93695"
## [139] "64297" "70355" "60596" "71683" "319178" "319184"
## [145] "319185" "319186" "319187" "319188" "319189" "68024"
## [151] "69389" "78303" "319179" "319180" "319181" "319183"
## [157] "15200" "79221" "15184" "56233" "208727" "216019"
## [163] "15277" "212032" "15275" "15431" "15483" "15902"
## [169] "16002" "16009" "16011" "22778" "16154" "16176"
## [175] "107527" "16186" "77125" "16197" "16323" "16324"
## [181] "15900" "16398" "213119" "319480" "109700" "16414"
## [187] "16415" "16412" "16421" "223272" "16480" "12387"
## [193] "16534" "16574" "16572" "16573" "16600" "16598"
## [199] "16792" "56743" "18826" "102866" "102502" "16878"
## [205] "17087" "16658" "17132" "228576" "26401" "26411"
## [211] "17761" "67468" "75104" "17384" "17392" "17385"
## [217] "17395" "14012" "233315" "18109" "17870" "17954"
## [223] "18049" "18080" "23957" "20186" "18186" "18187"
## [229] "18546" "30052" "58205" "18613" "18616" "18703"
## [235] "18791" "18792" "18793" "27260" "84094" "57349"
## [241] "20309" "17872" "12142" "66390" "225655" "19092"
## [247] "19091" "18933" "20204" "16913" "56195" "68927"
## [253] "19225" "19224" "19279" "320139" "29809" "227800"
## [259] "19653" "66704" "102902673" "19662" "19699" "57264"
## [265] "57263" "19734" "20230" "20255" "20394" "20266"
## [271] "76816" "20347" "16625" "20716" "271047" "20717"
## [277] "238393" "20714" "20715" "74069" "628900" "238395"
## [283] "194604" "20568" "20614" "20616" "20682" "20665"
## [289] "20681" "13602" "233744" "20750" "24064" "20440"
## [295] "268980" "94186" "97387" "21788" "170744" "170743"
## [301] "67888" "72309" "66058" "65963" "21929" "21938"
## [307] "21956" "21957" "21955" "240832" "21990" "22029"
## [313] "211770" "217410" "66805" "66109" "21912" "56496"
## [319] "72088" "22217" "69727" "67776" "244810" "74320"
## [325] "22421" "22422" "230734" "246196" "67778"
##
## $HALLMARK_KRAS_SIGNALING_DN
## [1] "27413" "192663" "11464" "11468" "11459" "11475" "238880" "11461"
## [9] "11553" "14187" "67861" "11997" "11686" "11688" "23801" "11689"
## [17] "11698" "14570" "74100" "117589" "11944" "27222" "192113" "11928"
## [25] "98660" "232975" "110935" "11966" "12021" "12167" "12166" "114642"
## [33] "12227" "436199" "194735" "12226" "15139" "12266" "54652" "12288"
## [41] "12290" "12286" "12289" "12292" "12299" "116903" "12310" "80796"
## [49] "494124" "227541" "52163" "73647" "12335" "170725" "12333" "12334"
## [57] "232821" "12427" "12776" "246278" "21947" "12519" "12556" "68916"
## [65] "53883" "12614" "107934" "11449" "54371" "60322" "12715" "12709"
## [73] "114141" "54420" "57255" "239931" "109791" "232370" "64085" "12804"
## [81] "12824" "12829" "12828" "107581" "53867" "71355" "94216" "373864"
## [89] "12825" "12826" "12827" "12830" "12831" "12832" "12836" "12842"
## [97] "12843" "56358" "56447" "67426" "232680" "71791" "76703" "208922"
## [105] "67579" "231207" "110115" "13072" "56050" "13176" "18007" "106565"
## [113] "13528" "13527" "13608" "13614" "13615" "98363" "27984" "13645"
## [121] "93685" "67464" "13839" "13837" "13846" "13845" "13835" "13840"
## [129] "13842" "270190" "13848" "13841" "13836" "13838" "13844" "80903"
## [137] "14180" "80857" "67112" "14184" "75578" "14308" "14431" "14573"
## [145] "14723" "67133" "22242" "665186" "14760" "14748" "70355" "64297"
## [153] "14804" "14803" "70239" "21405" "15484" "15551" "15552" "15932"
## [161] "15061" "99899" "15978" "16008" "16160" "16191" "23919" "16370"
## [169] "16369" "26549" "16426" "16424" "16427" "16425" "16506" "16508"
## [177] "56543" "246133" "16533" "84036" "140492" "140493" "16536" "110862"
## [185] "213417" "23993" "259277" "381022" "231051" "16678" "16681" "16687"
## [193] "16688" "406220" "110308" "16663" "16665" "16682" "239673" "109052"
## [201] "77055" "406223" "16848" "17305" "19719" "16858" "72434" "404634"
## [209] "26914" "54634" "546071" "56527" "328329" "17776" "54483" "98682"
## [217] "17687" "17769" "17858" "17857" "140781" "17888" "17910" "58916"
## [225] "72333" "64242" "18125" "18126" "18127" "54631" "19065" "18227"
## [233] "18124" "14536" "60345" "18205" "102954" "58242" "71207" "18429"
## [241] "11998" "18440" "57385" "18442" "18505" "18509" "18506" "93872"
## [249] "93873" "93874" "93875" "93876" "93877" "93878" "93879" "93880"
## [257] "93881" "93882" "93883" "93884" "93885" "93886" "93887" "93888"
## [265] "93889" "93890" "93892" "93893" "18566" "18587" "110855" "225600"
## [273] "18604" "18772" "56711" "18948" "50873" "19125" "19127" "19220"
## [281] "19271" "50782" "67747" "66611" "58185" "20190" "20192" "20191"
## [289] "22287" "20264" "20272" "20273" "24046" "20265" "110876" "20269"
## [297] "20271" "20363" "217847" "18788" "20393" "20429" "320007" "214597"
## [305] "20482" "20497" "20496" "20495" "20503" "66972" "71279" "22784"
## [313] "76257" "114479" "56774" "13162" "20538" "66106" "104069" "20621"
## [321] "20665" "20681" "20682" "56632" "20766" "20754" "20753" "20743"
## [329] "20742" "80297" "20741" "20608" "50878" "20843" "20842" "104027"
## [337] "57253" "21415" "21416" "21432" "23964" "23965" "23966" "74645"
## [345] "212943" "104271" "21419" "21418" "81879" "22221" "21785" "21819"
## [353] "21808" "21816" "331046" "232078" "21834" "21908" "21954" "21953"
## [361] "21952" "22094" "71773" "100559" "100727" "112417" "243085" "231396"
## [369] "22238" "72094" "552899" "100647" "22363" "22362" "73288" "93735"
## [377] "53422" "106369" "77864" "235320" "72350" "57745" "22756" "56525"
##
## $HALLMARK_PANCREAS_BETA_CELLS
## [1] "20927" "20928" "17250" "27416" "244562" "239273" "23797" "11652"
## [9] "12652" "13193" "13482" "14089" "77766" "15376" "56458" "14378"
## [17] "14377" "14526" "103988" "21405" "15874" "16334" "16333" "53626"
## [25] "56856" "16392" "104360" "16909" "16658" "17132" "18012" "11925"
## [33] "18088" "18096" "14912" "74561" "18481" "18479" "224105" "18506"
## [41] "18508" "18548" "18549" "18609" "18770" "214189" "56529" "66286"
## [49] "20526" "69019" "20813" "27058" "20818" "20604" "20910" "20911"
## [57] "80976" "22337"
We can convert the list to a GeneSetCollection to take advantage of GSEABase functionality.
We must first create a list of GeneSet objects using GeneSet() constructor and then create GeneSetCollection from list usin GeneSetCollection constructor.
myGeneSetList <- list()
for (i in 1:length(Mm.H)) {
myGeneSetList[[i]] <- GeneSet(Mm.H[[i]], setName = names(Mm.H)[i])
}
myGeneSetCollection <- GeneSetCollection(myGeneSetList)
myGeneSetCollection## GeneSetCollection
## names: HALLMARK_TNFA_SIGNALING_VIA_NFKB, HALLMARK_HYPOXIA, ..., HALLMARK_PANCREAS_BETA_CELLS (50 total)
## unique identifiers: 11303, 11304, ..., 80976 (5897 total)
## types in collection:
## geneIdType: NullIdentifier (1 total)
## collectionType: NullCollection (1 total)
We will review two different methods to identify functional groups associated with our condition of interest.
First lets read in our differential expression results from DESeq2 analysis of activated vs resting T-cells.
Activated_minus_Resting <- read.delim(file = "data/Group_Activated_minus_Resting.csv",
sep = ",")
Activated_minus_Resting[1:3, ]## ENTREZID SYMBOL baseMean log2FoldChange lfcSE stat pvalue padj
## 1 100009600 Zglp1 3.685411 0.2755725 1.855514 0.1485154 0.881936 NA
## 2 100009609 Vmn2r65 0.000000 NA NA NA NA NA
## 3 100009614 Gm10024 0.000000 NA NA NA NA NA
## newPadj
## 1 1
## 2 NA
## 3 NA
All GSA methods will require us to filter to genes to those tested for differential expression.
We will therefore filter to all genes which pass our independent filtering step from DESeq2. These will be our genes with no NA in the DESeq2 padj column
Activated_minus_Resting <- Activated_minus_Resting[!is.na(Activated_minus_Resting$padj),
]
Activated_minus_Resting[1:3, ]## ENTREZID SYMBOL baseMean log2FoldChange lfcSE stat pvalue
## 6 100017 Ldlrap1 2752.367 -0.04815446 0.08880811 -0.5422305 5.876598e-01
## 7 100019 Mdn1 2281.866 -1.09612289 0.09214164 -11.8960650 1.240603e-32
## 8 100033459 Ifi208 3282.679 -0.02774770 0.09029354 -0.3073055 7.586109e-01
## padj newPadj
## 6 7.416249e-01 1.000000e+00
## 7 7.038705e-31 2.424386e-28
## 8 8.601547e-01 1.000000e+00
We can use the goseq package to identify any functional enrichment in a set of interesting genes (i.e. differentially expressed). The goseq package requires a named vector of 1s or 0s indicating whether a gene is upregulated/downregulated.
Here we define a set of genes significantly upregulated in Activated vs Naive T-reg cells (padj <0 05 and log2FC > 0).
UpInAct <- Activated_minus_Resting$padj < 0.05 & Activated_minus_Resting$log2FoldChange >
0
UpInAct <- as.integer(UpInAct)
names(UpInAct) <- Activated_minus_Resting$ENTREZID
UpInAct[1:4]## 100017 100019 100033459 100034251
## 0 0 0 0
## UpInAct
## 0 1
## 10883 2450
We can see which genomes are supported using the supportedGenomes() function.
## db species date name
## 2 hg19 Human Feb. 2009 Genome Reference Consortium GRCh37
## 3 hg18 Human Mar. 2006 NCBI Build 36.1
## AvailableGeneIDs
## 2 ccdsGene,ensGene,exoniphy,geneSymbol,knownGene,nscanGene,refGene,xenoRefGene
## 3 acembly,acescan,ccdsGene,ensGene,exoniphy,geneid,geneSymbol,genscan,knownGene,knownGeneOld3,refGene,sgpGene,sibGene,xenoRefGene
The goseq package is specifically designed to account for potential length biases in differential expression analysis and so can remove any artefactual enrichment for long and short genes.
The nullp function assess any biases by evaluating the relationship between differential expression and length.
Having corrected for any bias we can now use the goseq function to for enrichment of GO or KEGG terms.
We must specify the genome build and ID we are using (here matching our TxDb.UCSC.mm10.knownGene.db) and the categories we wish to test (GO:BP, GO:MF, GO:CC, KEGG).
Here we identify the top enriched functional terms in GO biological processes.
## category over_represented_pvalue under_represented_pvalue numDEInCat
## 616 GO:0002376 8.286527e-38 1 545
## 8070 GO:0050896 3.104791e-36 1 1249
## 1784 GO:0006952 3.035683e-32 1 340
## numInCat term ontology
## 616 1788 immune system process BP
## 8070 5188 response to stimulus BP
## 1784 1002 defense response BP
We can retrieve the genes in the immune response (GO:0006955) functional group using the select and the org.Mm.eg.db object.
library(org.Mm.eg.db)
ImmuneResponseGenes <- select(org.Mm.eg.db, keytype = "GOALL", keys = "GO:0006955",
columns = "ENTREZID")
ImmuneResponseGenes## GOALL EVIDENCEALL ONTOLOGYALL ENTREZID
## 1 GO:0006955 IDA BP 11350
## 2 GO:0006955 IGI BP 11350
## 3 GO:0006955 IMP BP 11350
## 4 GO:0006955 IDA BP 11465
## 5 GO:0006955 IMP BP 11486
## 6 GO:0006955 IBA BP 11490
## 7 GO:0006955 ISO BP 11490
## 8 GO:0006955 IMP BP 11491
## 9 GO:0006955 IDA BP 11501
## 10 GO:0006955 IMP BP 11513
## 11 GO:0006955 ISO BP 11516
## 12 GO:0006955 ISO BP 11535
## 13 GO:0006955 IEA BP 11537
## 14 GO:0006955 IMP BP 11537
## 15 GO:0006955 IMP BP 11541
## 16 GO:0006955 IDA BP 11542
## 17 GO:0006955 IMP BP 11542
## 18 GO:0006955 ISO BP 11596
## 19 GO:0006955 IDA BP 11600
## 20 GO:0006955 IMP BP 11628
## 21 GO:0006955 IBA BP 11634
## 22 GO:0006955 IDA BP 11634
## 23 GO:0006955 IMP BP 11634
## 24 GO:0006955 IEA BP 11658
## 25 GO:0006955 IMP BP 11687
## 26 GO:0006955 IMP BP 11689
## 27 GO:0006955 ISO BP 11692
## 28 GO:0006955 IBA BP 11727
## 29 GO:0006955 IDA BP 11727
## 30 GO:0006955 ISO BP 11727
## 31 GO:0006955 IBA BP 11730
## 32 GO:0006955 IBA BP 11731
## 33 GO:0006955 ISO BP 11745
## 34 GO:0006955 ISO BP 11765
## 35 GO:0006955 IMP BP 11793
## 36 GO:0006955 IMP BP 11801
## 37 GO:0006955 ISO BP 11806
## 38 GO:0006955 ISO BP 11807
## 39 GO:0006955 IMP BP 11808
## 40 GO:0006955 ISO BP 11808
## 41 GO:0006955 IMP BP 11816
## 42 GO:0006955 ISO BP 11820
## 43 GO:0006955 ISO BP 11829
## 44 GO:0006955 IEA BP 11846
## 45 GO:0006955 IMP BP 11846
## 46 GO:0006955 ISO BP 11846
## 47 GO:0006955 IEA BP 11847
## 48 GO:0006955 IMP BP 11847
## 49 GO:0006955 IMP BP 11891
## 50 GO:0006955 IMP BP 11977
## 51 GO:0006955 IBA BP 12007
## 52 GO:0006955 IEA BP 12010
## 53 GO:0006955 IMP BP 12010
## 54 GO:0006955 ISO BP 12010
## 55 GO:0006955 ISO BP 12014
## 56 GO:0006955 ISO BP 12028
## 57 GO:0006955 IBA BP 12029
## 58 GO:0006955 IBA BP 12042
## 59 GO:0006955 IMP BP 12042
## 60 GO:0006955 ISO BP 12042
## 61 GO:0006955 ISO BP 12043
## 62 GO:0006955 IDA BP 12047
## 63 GO:0006955 IMP BP 12051
## 64 GO:0006955 IBA BP 12053
## 65 GO:0006955 IGI BP 12053
## 66 GO:0006955 IMP BP 12053
## 67 GO:0006955 ISO BP 12062
## 68 GO:0006955 IEA BP 12142
## 69 GO:0006955 IBA BP 12143
## 70 GO:0006955 ISO BP 12143
## 71 GO:0006955 IBA BP 12145
## 72 GO:0006955 IMP BP 12151
## 73 GO:0006955 ISO BP 12161
## 74 GO:0006955 ISO BP 12166
## 75 GO:0006955 IBA BP 12169
## 76 GO:0006955 IEA BP 12229
## 77 GO:0006955 IMP BP 12229
## 78 GO:0006955 ISO BP 12229
## 79 GO:0006955 IBA BP 12231
## 80 GO:0006955 IEA BP 12258
## 81 GO:0006955 ISO BP 12258
## 82 GO:0006955 IEA BP 12259
## 83 GO:0006955 IMP BP 12259
## 84 GO:0006955 IEA BP 12260
## 85 GO:0006955 IBA BP 12261
## 86 GO:0006955 IEA BP 12261
## 87 GO:0006955 ISO BP 12261
## 88 GO:0006955 IEA BP 12262
## 89 GO:0006955 IEA BP 12263
## 90 GO:0006955 ISO BP 12263
## 91 GO:0006955 IDA BP 12265
## 92 GO:0006955 ISO BP 12265
## 93 GO:0006955 IBA BP 12266
## 94 GO:0006955 IDA BP 12266
## 95 GO:0006955 IEA BP 12266
## 96 GO:0006955 IMP BP 12266
## 97 GO:0006955 ISO BP 12266
## 98 GO:0006955 IBA BP 12267
## 99 GO:0006955 ISO BP 12267
## 100 GO:0006955 IBA BP 12268
## 101 GO:0006955 IMP BP 12268
## 102 GO:0006955 IEA BP 12269
## 103 GO:0006955 IBA BP 12273
## 104 GO:0006955 ISO BP 12273
## 105 GO:0006955 IMP BP 12274
## 106 GO:0006955 IEA BP 12279
## 107 GO:0006955 IMP BP 12297
## 108 GO:0006955 IMP BP 12298
## 109 GO:0006955 IEA BP 12326
## 110 GO:0006955 IDA BP 12332
## 111 GO:0006955 ISO BP 12362
## 112 GO:0006955 IEA BP 12363
## 113 GO:0006955 IBA BP 12458
## 114 GO:0006955 IMP BP 12458
## 115 GO:0006955 IEA BP 12475
## 116 GO:0006955 IBA BP 12477
## 117 GO:0006955 IEA BP 12477
## 118 GO:0006955 ISO BP 12477
## 119 GO:0006955 IBA BP 12478
## 120 GO:0006955 IDA BP 12478
## 121 GO:0006955 IEA BP 12478
## 122 GO:0006955 IMP BP 12478
## 123 GO:0006955 ISO BP 12478
## 124 GO:0006955 IBA BP 12479
## 125 GO:0006955 IDA BP 12479
## 126 GO:0006955 IEA BP 12479
## 127 GO:0006955 IMP BP 12479
## 128 GO:0006955 IBA BP 12480
## 129 GO:0006955 ISO BP 12482
## 130 GO:0006955 IBA BP 12483
## 131 GO:0006955 IGI BP 12483
## 132 GO:0006955 ISO BP 12483
## 133 GO:0006955 IDA BP 12484
## 134 GO:0006955 IEA BP 12484
## 135 GO:0006955 IMP BP 12484
## 136 GO:0006955 IBA BP 12487
## 137 GO:0006955 IEA BP 12487
## 138 GO:0006955 IMP BP 12487
## 139 GO:0006955 IEA BP 12491
## 140 GO:0006955 IMP BP 12491
## 141 GO:0006955 IMP BP 12493
## 142 GO:0006955 ISO BP 12494
## 143 GO:0006955 IEA BP 12500
## 144 GO:0006955 IDA BP 12501
## 145 GO:0006955 IEA BP 12501
## 146 GO:0006955 IEA BP 12502
## 147 GO:0006955 IBA BP 12503
## 148 GO:0006955 IDA BP 12503
## 149 GO:0006955 IEA BP 12503
## 150 GO:0006955 IEA BP 12504
## 151 GO:0006955 IMP BP 12504
## 152 GO:0006955 NAS BP 12505
## 153 GO:0006955 IEA BP 12506
## 154 GO:0006955 IBA BP 12509
## 155 GO:0006955 IDA BP 12509
## 156 GO:0006955 IMP BP 12509
## 157 GO:0006955 ISO BP 12509
## 158 GO:0006955 ISO BP 12511
## 159 GO:0006955 IDA BP 12514
## 160 GO:0006955 IEA BP 12516
## 161 GO:0006955 IBA BP 12518
## 162 GO:0006955 IDA BP 12518
## 163 GO:0006955 IEA BP 12518
## 164 GO:0006955 IBA BP 12519
## 165 GO:0006955 IEA BP 12520
## 166 GO:0006955 IMP BP 12520
## 167 GO:0006955 ISO BP 12520
## 168 GO:0006955 IEA BP 12523
## 169 GO:0006955 ISO BP 12523
## 170 GO:0006955 IBA BP 12524
## 171 GO:0006955 IEA BP 12524
## 172 GO:0006955 IBA BP 12525
## 173 GO:0006955 IEA BP 12525
## 174 GO:0006955 IMP BP 12525
## 175 GO:0006955 IEA BP 12526
## 176 GO:0006955 ISO BP 12539
## 177 GO:0006955 IDA BP 12540
## 178 GO:0006955 IMP BP 12557
## 179 GO:0006955 IDA BP 12611
## 180 GO:0006955 IMP BP 12611
## 181 GO:0006955 IDA BP 12628
## 182 GO:0006955 IEA BP 12628
## 183 GO:0006955 IGI BP 12628
## 184 GO:0006955 IMP BP 12628
## 185 GO:0006955 ISO BP 12628
## 186 GO:0006955 IEA BP 12630
## 187 GO:0006955 IMP BP 12630
## 188 GO:0006955 ISO BP 12652
## 189 GO:0006955 IEA BP 12703
## 190 GO:0006955 IDA BP 12705
## 191 GO:0006955 ISO BP 12721
## 192 GO:0006955 IBA BP 12765
## 193 GO:0006955 ISO BP 12765
## 194 GO:0006955 IBA BP 12766
## 195 GO:0006955 IBA BP 12767
## 196 GO:0006955 IBA BP 12768
## 197 GO:0006955 IMP BP 12768
## 198 GO:0006955 ISO BP 12768
## 199 GO:0006955 IBA BP 12769
## 200 GO:0006955 IBA BP 12770
## 201 GO:0006955 IBA BP 12771
## 202 GO:0006955 IBA BP 12772
## 203 GO:0006955 IC BP 12772
## 204 GO:0006955 IMP BP 12772
## 205 GO:0006955 IBA BP 12773
## 206 GO:0006955 IBA BP 12774
## 207 GO:0006955 IBA BP 12775
## 208 GO:0006955 IC BP 12775
## 209 GO:0006955 IMP BP 12775
## 210 GO:0006955 IBA BP 12776
## 211 GO:0006955 IBA BP 12777
## 212 GO:0006955 IBA BP 12778
## 213 GO:0006955 IBA BP 12796
## 214 GO:0006955 IMP BP 12796
## 215 GO:0006955 ISO BP 12796
## 216 GO:0006955 ISO BP 12801
## 217 GO:0006955 IMP BP 12810
## 218 GO:0006955 ISO BP 12825
## 219 GO:0006955 IEA BP 12890
## 220 GO:0006955 IEA BP 12902
## 221 GO:0006955 IEA BP 12909
## 222 GO:0006955 ISO BP 12921
## 223 GO:0006955 ISO BP 12927
## 224 GO:0006955 ISO BP 12928
## 225 GO:0006955 IDA BP 12929
## 226 GO:0006955 IBA BP 12944
## 227 GO:0006955 ISO BP 12944
## 228 GO:0006955 ISO BP 12945
## 229 GO:0006955 IEA BP 12946
## 230 GO:0006955 IMP BP 12946
## 231 GO:0006955 ISO BP 12946
## 232 GO:0006955 TAS BP 12946
## 233 GO:0006955 IEA BP 12977
## 234 GO:0006955 IEA BP 12978
## 235 GO:0006955 IEA BP 12981
## 236 GO:0006955 IEA BP 12985
## 237 GO:0006955 IBA BP 12988
## 238 GO:0006955 IEA BP 12988
## 239 GO:0006955 ISO BP 12988
## 240 GO:0006955 IBA BP 13013
## 241 GO:0006955 IDA BP 13013
## 242 GO:0006955 IGI BP 13032
## 243 GO:0006955 IGI BP 13035
## 244 GO:0006955 IMP BP 13035
## 245 GO:0006955 ISO BP 13035
## 246 GO:0006955 IGI BP 13036
## 247 GO:0006955 ISO BP 13036
## 248 GO:0006955 IBA BP 13038
## 249 GO:0006955 IBA BP 13039
## 250 GO:0006955 IBA BP 13040
## 251 GO:0006955 IBA BP 13051
## 252 GO:0006955 IC BP 13051
## 253 GO:0006955 IMP BP 13051
## 254 GO:0006955 IMP BP 13057
## 255 GO:0006955 ISO BP 13057
## 256 GO:0006955 IMP BP 13058
## 257 GO:0006955 ISO BP 13058
## 258 GO:0006955 ISO BP 13115
## 259 GO:0006955 IEA BP 13136
## 260 GO:0006955 IMP BP 13136
## 261 GO:0006955 ISO BP 13136
## 262 GO:0006955 IEA BP 13137
## 263 GO:0006955 IMP BP 13144
## 264 GO:0006955 ISO BP 13144
## 265 GO:0006955 IEA BP 13169
## 266 GO:0006955 ISO BP 13205
## 267 GO:0006955 IEA BP 13211
## 268 GO:0006955 IMP BP 13211
## 269 GO:0006955 IBA BP 13214
## 270 GO:0006955 IMP BP 13214
## 271 GO:0006955 IBA BP 13215
## 272 GO:0006955 IBA BP 13216
## 273 GO:0006955 IBA BP 13218
## 274 GO:0006955 IBA BP 13219
## 275 GO:0006955 IBA BP 13221
## 276 GO:0006955 IBA BP 13222
## 277 GO:0006955 IBA BP 13226
## 278 GO:0006955 IBA BP 13229
## 279 GO:0006955 IBA BP 13230
## 280 GO:0006955 IBA BP 13232
## 281 GO:0006955 IBA BP 13233
## 282 GO:0006955 IBA BP 13234
## 283 GO:0006955 IBA BP 13235
## 284 GO:0006955 IBA BP 13236
## 285 GO:0006955 IBA BP 13237
## 286 GO:0006955 IBA BP 13238
## 287 GO:0006955 IDA BP 13238
## 288 GO:0006955 IBA BP 13239
## 289 GO:0006955 IBA BP 13240
## 290 GO:0006955 IBA BP 13241
## 291 GO:0006955 IBA BP 13242
## 292 GO:0006955 IBA BP 13243
## 293 GO:0006955 IMP BP 13383
## 294 GO:0006955 IMP BP 13388
## 295 GO:0006955 IDA BP 13419
## 296 GO:0006955 IDA BP 13421
## 297 GO:0006955 IGI BP 13423
## 298 GO:0006955 ISO BP 13482
## 299 GO:0006955 IMP BP 13489
## 300 GO:0006955 IBA BP 13586
## 301 GO:0006955 IBA BP 13587
## 302 GO:0006955 IMP BP 13601
## 303 GO:0006955 IEA BP 13607
## 304 GO:0006955 ISO BP 13667
## 305 GO:0006955 IGI BP 13709
## 306 GO:0006955 IDA BP 13731
## 307 GO:0006955 IEA BP 13733
## 308 GO:0006955 IBA BP 13813
## 309 GO:0006955 IDA BP 13813
## 310 GO:0006955 IEA BP 13813
## 311 GO:0006955 ISO BP 13813
## 312 GO:0006955 IMP BP 13848
## 313 GO:0006955 IMP BP 13870
## 314 GO:0006955 IMP BP 13874
## 315 GO:0006955 IDA BP 14026
## 316 GO:0006955 IBA BP 14038
## 317 GO:0006955 ISO BP 14061
## 318 GO:0006955 IDA BP 14063
## 319 GO:0006955 IEA BP 14063
## 320 GO:0006955 ISO BP 14063
## 321 GO:0006955 IMP BP 14082
## 322 GO:0006955 ISO BP 14082
## 323 GO:0006955 TAS BP 14082
## 324 GO:0006955 IBA BP 14083
## 325 GO:0006955 IEA BP 14102
## 326 GO:0006955 IMP BP 14102
## 327 GO:0006955 IEA BP 14103
## 328 GO:0006955 IDA BP 14109
## 329 GO:0006955 ISO BP 14109
## 330 GO:0006955 IBA BP 14125
## 331 GO:0006955 IDA BP 14125
## 332 GO:0006955 IMP BP 14125
## 333 GO:0006955 IEA BP 14126
## 334 GO:0006955 ISO BP 14126
## 335 GO:0006955 IBA BP 14127
## 336 GO:0006955 IDA BP 14127
## 337 GO:0006955 IMP BP 14127
## 338 GO:0006955 ISO BP 14127
## 339 GO:0006955 IMP BP 14128
## 340 GO:0006955 IBA BP 14129
## 341 GO:0006955 IEA BP 14129
## 342 GO:0006955 IMP BP 14129
## 343 GO:0006955 IBA BP 14130
## 344 GO:0006955 IMP BP 14130
## 345 GO:0006955 ISO BP 14130
## 346 GO:0006955 IBA BP 14131
## 347 GO:0006955 IDA BP 14131
## 348 GO:0006955 IMP BP 14131
## 349 GO:0006955 IBA BP 14132
## 350 GO:0006955 IBA BP 14133
## 351 GO:0006955 IDA BP 14133
## 352 GO:0006955 IEA BP 14133
## 353 GO:0006955 IBA BP 14134
## 354 GO:0006955 IEA BP 14134
## 355 GO:0006955 ISO BP 14134
## 356 GO:0006955 IBA BP 14158
## 357 GO:0006955 IMP BP 14158
## 358 GO:0006955 IBA BP 14159
## 359 GO:0006955 ISO BP 14159
## 360 GO:0006955 IEA BP 14161
## 361 GO:0006955 ISO BP 14161
## 362 GO:0006955 IMP BP 14190
## 363 GO:0006955 IBA BP 14191
## 364 GO:0006955 IDA BP 14191
## 365 GO:0006955 IMP BP 14191
## 366 GO:0006955 ISO BP 14225
## 367 GO:0006955 IMP BP 14245
## 368 GO:0006955 IBA BP 14289
## 369 GO:0006955 ISO BP 14289
## 370 GO:0006955 IBA BP 14290
## 371 GO:0006955 IBA BP 14291
## 372 GO:0006955 IBA BP 14293
## 373 GO:0006955 IBA BP 14294
## 374 GO:0006955 IBA BP 14302
## 375 GO:0006955 IMP BP 14347
## 376 GO:0006955 IBA BP 14360
## 377 GO:0006955 IEA BP 14360
## 378 GO:0006955 ISO BP 14360
## 379 GO:0006955 ISO BP 14367
## 380 GO:0006955 IEA BP 14375
## 381 GO:0006955 ISO BP 14375
## 382 GO:0006955 IMP BP 14389
## 383 GO:0006955 ISO BP 14433
## 384 GO:0006955 IMP BP 14456
## 385 GO:0006955 ISO BP 14461
## 386 GO:0006955 IDA BP 14462
## 387 GO:0006955 IEA BP 14462
## 388 GO:0006955 IMP BP 14462
## 389 GO:0006955 IBA BP 14468
## 390 GO:0006955 IDA BP 14468
## 391 GO:0006955 IBA BP 14469
## 392 GO:0006955 IDA BP 14469
## 393 GO:0006955 ISO BP 14469
## 394 GO:0006955 IBA BP 14525
## 395 GO:0006955 ISO BP 14525
## 396 GO:0006955 ISO BP 14528
## 397 GO:0006955 IMP BP 14728
## 398 GO:0006955 IBA BP 14747
## 399 GO:0006955 ISO BP 14756
## 400 GO:0006955 IBA BP 14762
## 401 GO:0006955 IGI BP 14775
## 402 GO:0006955 IGI BP 14776
## 403 GO:0006955 IMP BP 14824
## 404 GO:0006955 ISO BP 14824
## 405 GO:0006955 IBA BP 14825
## 406 GO:0006955 ISO BP 14825
## 407 GO:0006955 IMP BP 14939
## 408 GO:0006955 IDA BP 14960
## 409 GO:0006955 IEA BP 14960
## 410 GO:0006955 IDA BP 14961
## 411 GO:0006955 IEA BP 14961
## 412 GO:0006955 IMP BP 14961
## 413 GO:0006955 ISO BP 14961
## 414 GO:0006955 IEA BP 14962
## 415 GO:0006955 IGI BP 14962
## 416 GO:0006955 IMP BP 14962
## 417 GO:0006955 ISO BP 14962
## 418 GO:0006955 TAS BP 14962
## 419 GO:0006955 IBA BP 14963
## 420 GO:0006955 IBA BP 14964
## 421 GO:0006955 IDA BP 14964
## 422 GO:0006955 IDA BP 14969
## 423 GO:0006955 IEA BP 14969
## 424 GO:0006955 IBA BP 14972
## 425 GO:0006955 IDA BP 14972
## 426 GO:0006955 IBA BP 14980
## 427 GO:0006955 IBA BP 14985
## 428 GO:0006955 IBA BP 14990
## 429 GO:0006955 IBA BP 14991
## 430 GO:0006955 IDA BP 14991
## 431 GO:0006955 IMP BP 14991
## 432 GO:0006955 ISO BP 14991
## 433 GO:0006955 IBA BP 14997
## 434 GO:0006955 IEA BP 14998
## 435 GO:0006955 IMP BP 14998
## 436 GO:0006955 IEA BP 14999
## 437 GO:0006955 IBA BP 15006
## 438 GO:0006955 IBA BP 15007
## 439 GO:0006955 IBA BP 15013
## 440 GO:0006955 IBA BP 15015
## 441 GO:0006955 IBA BP 15018
## 442 GO:0006955 IDA BP 15018
## 443 GO:0006955 IBA BP 15019
## 444 GO:0006955 IBA BP 15024
## 445 GO:0006955 IBA BP 15039
## 446 GO:0006955 IBA BP 15040
## 447 GO:0006955 IDA BP 15040
## 448 GO:0006955 ISO BP 15040
## 449 GO:0006955 IBA BP 15042
## 450 GO:0006955 IBA BP 15043
## 451 GO:0006955 IBA BP 15061
## 452 GO:0006955 IDA BP 15061
## 453 GO:0006955 IBA BP 15064
## 454 GO:0006955 IEA BP 15064
## 455 GO:0006955 IMP BP 15064
## 456 GO:0006955 ISO BP 15064
## 457 GO:0006955 IDA BP 15101
## 458 GO:0006955 IEA BP 15139
## 459 GO:0006955 IBA BP 15162
## 460 GO:0006955 IGI BP 15170
## 461 GO:0006955 IMP BP 15170
## 462 GO:0006955 IEA BP 15216
## 463 GO:0006955 ISO BP 15216
## 464 GO:0006955 IMP BP 15223
## 465 GO:0006955 IMP BP 15227
## 466 GO:0006955 IDA BP 15275
## 467 GO:0006955 IEA BP 15275
## 468 GO:0006955 IGI BP 15284
## 469 GO:0006955 IMP BP 15284
## 470 GO:0006955 IBA BP 15289
## 471 GO:0006955 IDA BP 15289
## 472 GO:0006955 IEA BP 15289
## 473 GO:0006955 IMP BP 15289
## 474 GO:0006955 IBA BP 15354
## 475 GO:0006955 IEA BP 15354
## 476 GO:0006955 ISO BP 15368
## 477 GO:0006955 IMP BP 15452
## 478 GO:0006955 IMP BP 15458
## 479 GO:0006955 IMP BP 15461
## 480 GO:0006955 ISO BP 15481
## 481 GO:0006955 ISO BP 15510
## 482 GO:0006955 IDA BP 15894
## 483 GO:0006955 ISO BP 15894
## 484 GO:0006955 IMP BP 15900
## 485 GO:0006955 ISO BP 15900
## 486 GO:0006955 IMP BP 15930
## 487 GO:0006955 IDA BP 15944
## 488 GO:0006955 IEA BP 15944
## 489 GO:0006955 IMP BP 15944
## 490 GO:0006955 IBA BP 15945
## 491 GO:0006955 ISO BP 15945
## 492 GO:0006955 IEA BP 15950
## 493 GO:0006955 IBA BP 15951
## 494 GO:0006955 IEA BP 15957
## 495 GO:0006955 IEA BP 15958
## 496 GO:0006955 IEA BP 15959
## 497 GO:0006955 IBA BP 15962
## 498 GO:0006955 IDA BP 15962
## 499 GO:0006955 IBA BP 15964
## 500 GO:0006955 IBA BP 15965
## 501 GO:0006955 IBA BP 15967
## 502 GO:0006955 IDA BP 15967
## 503 GO:0006955 IBA BP 15968
## 504 GO:0006955 IBA BP 15969
## 505 GO:0006955 IBA BP 15970
## 506 GO:0006955 IBA BP 15972
## 507 GO:0006955 IDA BP 15972
## 508 GO:0006955 IBA BP 15974
## 509 GO:0006955 IDA BP 15975
## 510 GO:0006955 IMP BP 15975
## 511 GO:0006955 ISO BP 15975
## 512 GO:0006955 IBA BP 15976
## 513 GO:0006955 ISO BP 15976
## 514 GO:0006955 IBA BP 15977
## 515 GO:0006955 IDA BP 15977
## 516 GO:0006955 IMP BP 15977
## 517 GO:0006955 ISO BP 15977
## 518 GO:0006955 IBA BP 15978
## 519 GO:0006955 IDA BP 15978
## 520 GO:0006955 IEA BP 15978
## 521 GO:0006955 ISO BP 15978
## 522 GO:0006955 IBA BP 15985
## 523 GO:0006955 IDA BP 15985
## 524 GO:0006955 IEA BP 15985
## 525 GO:0006955 ISO BP 16001
## 526 GO:0006955 ISO BP 16002
## 527 GO:0006955 IBA BP 16016
## 528 GO:0006955 IDA BP 16016
## 529 GO:0006955 IBA BP 16017
## 530 GO:0006955 IDA BP 16017
## 531 GO:0006955 IBA BP 16019
## 532 GO:0006955 IDA BP 16019
## 533 GO:0006955 IMP BP 16019
## 534 GO:0006955 IDA BP 16020
## 535 GO:0006955 IDA BP 16021
## 536 GO:0006955 IBA BP 16033
## 537 GO:0006955 IBA BP 16061
## 538 GO:0006955 IBA BP 16068
## 539 GO:0006955 ISO BP 16068
## 540 GO:0006955 IBA BP 16069
## 541 GO:0006955 ISO BP 16069
## 542 GO:0006955 ISS BP 16069
## 543 GO:0006955 IBA BP 16071
## 544 GO:0006955 IBA BP 16098
## 545 GO:0006955 IBA BP 16136
## 546 GO:0006955 IBA BP 16142
## 547 GO:0006955 IBA BP 16149
## 548 GO:0006955 IC BP 16149
## 549 GO:0006955 IDA BP 16149
## 550 GO:0006955 IEA BP 16149
## 551 GO:0006955 IMP BP 16149
## 552 GO:0006955 NAS BP 16149
## 553 GO:0006955 IMP BP 16153
## 554 GO:0006955 ISO BP 16153
## 555 GO:0006955 IEA BP 16159
## 556 GO:0006955 IGI BP 16159
## 557 GO:0006955 ISO BP 16159
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## 2223 GO:0006955 IDA BP 379043
## 2224 GO:0006955 IMP BP 380732
## 2225 GO:0006955 IBA BP 380792
## 2226 GO:0006955 IBA BP 380793
## 2227 GO:0006955 IDA BP 380793
## 2228 GO:0006955 IBA BP 380794
## 2229 GO:0006955 IBA BP 380795
## 2230 GO:0006955 IBA BP 380797
## 2231 GO:0006955 IDA BP 380797
## 2232 GO:0006955 IMP BP 380797
## 2233 GO:0006955 IBA BP 380808
## 2234 GO:0006955 IBA BP 380809
## 2235 GO:0006955 IBA BP 380823
## 2236 GO:0006955 IBA BP 380824
## 2237 GO:0006955 IMP BP 380924
## 2238 GO:0006955 IGI BP 381305
## 2239 GO:0006955 IMP BP 381305
## 2240 GO:0006955 IBA BP 381308
## 2241 GO:0006955 IBA BP 381776
## 2242 GO:0006955 IEA BP 381776
## 2243 GO:0006955 IBA BP 381777
## 2244 GO:0006955 IBA BP 381778
## 2245 GO:0006955 IBA BP 381782
## 2246 GO:0006955 IBA BP 381783
## 2247 GO:0006955 IBA BP 381784
## 2248 GO:0006955 IEA BP 381812
## 2249 GO:0006955 IBA BP 381831
## 2250 GO:0006955 IBA BP 382000
## 2251 GO:0006955 IBA BP 382059
## 2252 GO:0006955 IBA BP 382692
## 2253 GO:0006955 IBA BP 382695
## 2254 GO:0006955 IBA BP 382696
## 2255 GO:0006955 IBA BP 383619
## 2256 GO:0006955 IDA BP 383619
## 2257 GO:0006955 IEA BP 383619
## 2258 GO:0006955 ISO BP 383619
## 2259 GO:0006955 IEA BP 384059
## 2260 GO:0006955 IBA BP 384309
## 2261 GO:0006955 IDA BP 384309
## 2262 GO:0006955 IBA BP 384410
## 2263 GO:0006955 IBA BP 384411
## 2264 GO:0006955 IBA BP 384417
## 2265 GO:0006955 IBA BP 384419
## 2266 GO:0006955 IBA BP 384514
## 2267 GO:0006955 IBA BP 384515
## 2268 GO:0006955 IEA BP 384997
## 2269 GO:0006955 IMP BP 384997
## 2270 GO:0006955 ISO BP 384997
## 2271 GO:0006955 IBA BP 385047
## 2272 GO:0006955 IBA BP 385109
## 2273 GO:0006955 IBA BP 385120
## 2274 GO:0006955 IBA BP 385253
## 2275 GO:0006955 IEA BP 385253
## 2276 GO:0006955 IBA BP 385291
## 2277 GO:0006955 IBA BP 386446
## 2278 GO:0006955 IBA BP 386454
## 2279 GO:0006955 IDA BP 387140
## 2280 GO:0006955 IDA BP 387173
## 2281 GO:0006955 IBA BP 387510
## 2282 GO:0006955 IBA BP 399549
## 2283 GO:0006955 IBA BP 404549
## 2284 GO:0006955 IBA BP 404711
## 2285 GO:0006955 IDA BP 404711
## 2286 GO:0006955 IBA BP 404736
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## 2288 GO:0006955 IBA BP 408190
## 2289 GO:0006955 IBA BP 432701
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## 2293 GO:0006955 IEA BP 432763
## 2294 GO:0006955 IBA BP 432940
## 2295 GO:0006955 ISO BP 432940
## 2296 GO:0006955 IEA BP 433693
## 2297 GO:0006955 IBA BP 434024
## 2298 GO:0006955 IBA BP 434025
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## 2310 GO:0006955 IDA BP 434341
## 2311 GO:0006955 IMP BP 434341
## 2312 GO:0006955 ISO BP 434341
## 2313 GO:0006955 IBA BP 434586
## 2314 GO:0006955 IBA BP 434609
## 2315 GO:0006955 IBA BP 435321
## 2316 GO:0006955 IBA BP 435328
## 2317 GO:0006955 IBA BP 435653
## 2318 GO:0006955 IMP BP 435653
## 2319 GO:0006955 IBA BP 435791
## 2320 GO:0006955 IBA BP 435900
## 2321 GO:0006955 IMP BP 436440
## 2322 GO:0006955 IBA BP 436468
## 2323 GO:0006955 IBA BP 436539
## 2324 GO:0006955 IBA BP 436545
## 2325 GO:0006955 IEA BP 442835
## 2326 GO:0006955 IBA BP 497114
## 2327 GO:0006955 IBA BP 503491
## 2328 GO:0006955 IDA BP 503491
## 2329 GO:0006955 IBA BP 503844
## 2330 GO:0006955 IBA BP 503847
## 2331 GO:0006955 IBA BP 541307
## 2332 GO:0006955 IBA BP 544896
## 2333 GO:0006955 IEA BP 545378
## 2334 GO:0006955 IGI BP 545378
## 2335 GO:0006955 IMP BP 545378
## 2336 GO:0006955 IEA BP 545384
## 2337 GO:0006955 IBA BP 545541
## 2338 GO:0006955 IBA BP 545645
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## 2343 GO:0006955 IBA BP 545847
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## 2347 GO:0006955 IBA BP 545851
## 2348 GO:0006955 ISO BP 546038
## 2349 GO:0006955 IBA BP 546213
## 2350 GO:0006955 IBA BP 546244
## 2351 GO:0006955 IBA BP 547109
## 2352 GO:0006955 IEA BP 547253
## 2353 GO:0006955 IMP BP 547253
## 2354 GO:0006955 ISO BP 547253
## 2355 GO:0006955 IBA BP 547329
## 2356 GO:0006955 IBA BP 547424
## 2357 GO:0006955 IBA BP 547431
## 2358 GO:0006955 IMP BP 547431
## 2359 GO:0006955 IGI BP 574402
## 2360 GO:0006955 IMP BP 574402
## 2361 GO:0006955 IBA BP 619441
## 2362 GO:0006955 IBA BP 619806
## 2363 GO:0006955 IBA BP 619833
## 2364 GO:0006955 IBA BP 619846
## 2365 GO:0006955 IEA BP 619846
## 2366 GO:0006955 IBA BP 619916
## 2367 GO:0006955 IEA BP 619916
## 2368 GO:0006955 IEA BP 619960
## 2369 GO:0006955 IBA BP 619994
## 2370 GO:0006955 IBA BP 620017
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## 2379 GO:0006955 IBA BP 622117
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## 2386 GO:0006955 IDA BP 626578
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## 2416 GO:0006955 IBA BP 629866
## 2417 GO:0006955 IBA BP 629871
## 2418 GO:0006955 IBA BP 629884
## 2419 GO:0006955 IBA BP 629893
## 2420 GO:0006955 IBA BP 629897
## 2421 GO:0006955 IBA BP 629906
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## 2427 GO:0006955 IBA BP 630086
## 2428 GO:0006955 IBA BP 630294
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## 2430 GO:0006955 IBA BP 630952
## 2431 GO:0006955 IBA BP 632126
## 2432 GO:0006955 IBA BP 632654
## 2433 GO:0006955 IBA BP 633457
## 2434 GO:0006955 IBA BP 633568
## 2435 GO:0006955 IBA BP 634650
## 2436 GO:0006955 IBA BP 634825
## 2437 GO:0006955 IBA BP 636260
## 2438 GO:0006955 IBA BP 636462
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## 2446 GO:0006955 IBA BP 640046
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## 2448 GO:0006955 IBA BP 640506
## 2449 GO:0006955 IBA BP 641178
## 2450 GO:0006955 IEA BP 654458
## 2451 GO:0006955 IEA BP 654459
## 2452 GO:0006955 IEA BP 654460
## 2453 GO:0006955 IBA BP 654836
## 2454 GO:0006955 IBA BP 665927
## 2455 GO:0006955 IBA BP 666731
## 2456 GO:0006955 IBA BP 666747
## 2457 GO:0006955 IEA BP 667277
## 2458 GO:0006955 IBA BP 667281
## 2459 GO:0006955 IPI BP 667281
## 2460 GO:0006955 IBA BP 667435
## 2461 GO:0006955 IBA BP 667449
## 2462 GO:0006955 IBA BP 667481
## 2463 GO:0006955 IBA BP 667550
## 2464 GO:0006955 IBA BP 667681
## 2465 GO:0006955 IBA BP 667683
## 2466 GO:0006955 IBA BP 667823
## 2467 GO:0006955 IBA BP 667859
## 2468 GO:0006955 IBA BP 667865
## 2469 GO:0006955 IBA BP 667881
## 2470 GO:0006955 IBA BP 667899
## 2471 GO:0006955 IBA BP 667914
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## 2473 GO:0006955 IBA BP 667928
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## 2477 GO:0006955 IBA BP 668389
## 2478 GO:0006955 IBA BP 668395
## 2479 GO:0006955 IBA BP 668421
## 2480 GO:0006955 IBA BP 668438
## 2481 GO:0006955 IBA BP 668469
## 2482 GO:0006955 IBA BP 668474
## 2483 GO:0006955 IBA BP 668478
## 2484 GO:0006955 IBA BP 668497
## 2485 GO:0006955 IBA BP 668517
## 2486 GO:0006955 IBA BP 668549
## 2487 GO:0006955 IEA BP 668549
## 2488 GO:0006955 IBA BP 668589
## 2489 GO:0006955 IBA BP 668591
## 2490 GO:0006955 IBA BP 668597
## 2491 GO:0006955 IBA BP 670558
## 2492 GO:0006955 IPI BP 670558
## 2493 GO:0006955 IBA BP 674018
## 2494 GO:0006955 IEA BP 674018
## 2495 GO:0006955 IBA BP 677296
## 2496 GO:0006955 IBA BP 677858
## 2497 GO:0006955 IBA BP 692152
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## 2500 GO:0006955 IBA BP 692165
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## 2502 GO:0006955 IEA BP 692182
## 2503 GO:0006955 IBA BP 692187
## 2504 GO:0006955 IBA BP 692245
## 2505 GO:0006955 IDA BP 723834
## 2506 GO:0006955 IMP BP 723834
## 2507 GO:0006955 IDA BP 723840
## 2508 GO:0006955 IMP BP 723840
## 2509 GO:0006955 IDA BP 723890
## 2510 GO:0006955 IDA BP 723903
## 2511 GO:0006955 IBA BP 724035
## 2512 GO:0006955 IBA BP 777685
## 2513 GO:0006955 IBA BP 777686
## 2514 GO:0006955 IBA BP 777688
## 2515 GO:0006955 IBA BP 777780
## 2516 GO:0006955 IBA BP 780792
## 2517 GO:0006955 IBA BP 780793
## 2518 GO:0006955 IBA BP 780794
## 2519 GO:0006955 IBA BP 780799
## 2520 GO:0006955 IBA BP 780800
## 2521 GO:0006955 IBA BP 780801
## 2522 GO:0006955 IBA BP 780802
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## 2524 GO:0006955 IBA BP 780804
## 2525 GO:0006955 IBA BP 780818
## 2526 GO:0006955 IBA BP 780825
## 2527 GO:0006955 IBA BP 780829
## 2528 GO:0006955 IBA BP 780831
## 2529 GO:0006955 IBA BP 780864
## 2530 GO:0006955 IBA BP 780883
## 2531 GO:0006955 IBA BP 780884
## 2532 GO:0006955 IBA BP 780885
## 2533 GO:0006955 IBA BP 780891
## 2534 GO:0006955 IBA BP 780929
## 2535 GO:0006955 IBA BP 780931
## 2536 GO:0006955 IBA BP 780932
## 2537 GO:0006955 IBA BP 780938
## 2538 GO:0006955 IBA BP 780939
## 2539 GO:0006955 IBA BP 780956
## 2540 GO:0006955 IBA BP 780960
## 2541 GO:0006955 IBA BP 791089
## 2542 GO:0006955 IBA BP 791090
## 2543 GO:0006955 IEA BP 100033459
## 2544 GO:0006955 IBA BP 100034251
## 2545 GO:0006955 IBA BP 100038862
## 2546 GO:0006955 ISO BP 100038882
## 2547 GO:0006955 IBA BP 100038927
## 2548 GO:0006955 ISO BP 100040048
## 2549 GO:0006955 IBA BP 100040462
## 2550 GO:0006955 IBA BP 100041688
## 2551 GO:0006955 IBA BP 100041759
## 2552 GO:0006955 IBA BP 100041787
## 2553 GO:0006955 IBA BP 100041811
## 2554 GO:0006955 IBA BP 100041895
## 2555 GO:0006955 IBA BP 100041952
## 2556 GO:0006955 IBA BP 100042444
## 2557 GO:0006955 IBA BP 100042493
## 2558 GO:0006955 IBA BP 100043177
## 2559 GO:0006955 IBA BP 100043197
## 2560 GO:0006955 IBA BP 100043322
## 2561 GO:0006955 IBA BP 100101942
## 2562 GO:0006955 IBA BP 100113413
## 2563 GO:0006955 IBA BP 100114901
## 2564 GO:0006955 IBA BP 100123473
## 2565 GO:0006955 ISO BP 100124457
## 2566 GO:0006955 IDA BP 100124488
## 2567 GO:0006955 IBA BP 100125262
## 2568 GO:0006955 IBA BP 100125263
## 2569 GO:0006955 IBA BP 100126451
## 2570 GO:0006955 IBA BP 100126456
## 2571 GO:0006955 IBA BP 100126459
## 2572 GO:0006955 IBA BP 100126463
## 2573 GO:0006955 IBA BP 100126464
## 2574 GO:0006955 IBA BP 100294660
## 2575 GO:0006955 IEA BP 100503878
## 2576 GO:0006955 IMP BP 100503878
## 2577 GO:0006955 IBA BP 100503970
## 2578 GO:0006955 IBA BP 100504232
## 2579 GO:0006955 IEA BP 100504362
## 2580 GO:0006955 IBA BP 100529082
## 2581 GO:0006955 IBA BP 100534273
## 2582 GO:0006955 IBA BP 100775172
## 2583 GO:0006955 IBA BP 100775173
## 2584 GO:0006955 IBA BP 100775174
## 2585 GO:0006955 IBA BP 100775175
## 2586 GO:0006955 IBA BP 102639802
## 2587 GO:0006955 IBA BP 102640920
## 2588 GO:0006955 ISO BP 102640920
## 2589 GO:0006955 IBA BP 102902673
## 2590 GO:0006955 IBA BP 113002583
We can then filter our DE table, with this GO set of immune response GENES and write to file.
IRG_Entrez <- unique(ImmuneResponseGenes$ENTREZID)
IRG_Res <- Activated_minus_Resting[Activated_minus_Resting$ENTREZID %in% IRG_Entrez,
]
write.table(IRG_Res, file = "data/ImmuneResponseGeneTable.csv", sep = ",", row.names = FALSE)
IRG_Res[1:3, ]## ENTREZID SYMBOL baseMean log2FoldChange lfcSE stat
## 8 100033459 Ifi208 3282.6785 -0.0277477 0.09029354 -0.3073055
## 9 100034251 Wfdc17 11.0403 1.4619007 1.15353744 1.2673197
## 107 100038882 Isg15 738.5107 0.6976512 0.15748919 4.4298359
## pvalue padj newPadj
## 8 7.586109e-01 8.601547e-01 1.0000000
## 9 2.050410e-01 3.613285e-01 1.0000000
## 107 9.430483e-06 6.656254e-05 0.1686925
Another popular method for differential expression analysis is the Broad’s GSEA method.
GSEA tests whether our gene set is correlated with the ranking of genes by our differential expression analysis metric using a modified KS-test.
We have already seen how we can write gene set collections as gmt format files. The gmt format is the standard input format for GSEA gene sets.
We will also need to produce a ranked table of gene ids and write to a rnk format file. Here will rank by stat column to give sensible measure of differential expression. We could also use log2FoldChange column if we have modified log2 fold changes using lfsShrink() function.
## Activated_minus_Resting.ENTREZID Activated_minus_Resting.stat
## 1 100017 -0.5422305
## 2 100019 -11.8960650
## 3 100033459 -0.3073055
We can now write our results to a rnk file for use within GSEA.
The fgsea package provides access to GSEA method within the R framework.
Once installed we can load library in standard way.
We can make use of gmt files directly by using the gmtPathways() function to read our previous created gmt file of mouse translated gene sets.
## [1] "list"
## [1] "HALLMARK_TNFA_SIGNALING_VIA_NFKB"
## [2] "HALLMARK_HYPOXIA"
## [3] "HALLMARK_CHOLESTEROL_HOMEOSTASIS"
## [4] "HALLMARK_MITOTIC_SPINDLE"
## [5] "HALLMARK_WNT_BETA_CATENIN_SIGNALING"
## [6] "HALLMARK_TGF_BETA_SIGNALING"
## [7] "HALLMARK_IL6_JAK_STAT3_SIGNALING"
## [8] "HALLMARK_DNA_REPAIR"
## [9] "HALLMARK_G2M_CHECKPOINT"
## [10] "HALLMARK_APOPTOSIS"
## [11] "HALLMARK_NOTCH_SIGNALING"
## [12] "HALLMARK_ADIPOGENESIS"
## [13] "HALLMARK_ESTROGEN_RESPONSE_EARLY"
## [14] "HALLMARK_ESTROGEN_RESPONSE_LATE"
## [15] "HALLMARK_ANDROGEN_RESPONSE"
## [16] "HALLMARK_MYOGENESIS"
## [17] "HALLMARK_PROTEIN_SECRETION"
## [18] "HALLMARK_INTERFERON_ALPHA_RESPONSE"
## [19] "HALLMARK_INTERFERON_GAMMA_RESPONSE"
## [20] "HALLMARK_APICAL_JUNCTION"
## [21] "HALLMARK_APICAL_SURFACE"
## [22] "HALLMARK_HEDGEHOG_SIGNALING"
## [23] "HALLMARK_COMPLEMENT"
## [24] "HALLMARK_UNFOLDED_PROTEIN_RESPONSE"
## [25] "HALLMARK_PI3K_AKT_MTOR_SIGNALING"
## [26] "HALLMARK_MTORC1_SIGNALING"
## [27] "HALLMARK_E2F_TARGETS"
## [28] "HALLMARK_MYC_TARGETS_V1"
## [29] "HALLMARK_MYC_TARGETS_V2"
## [30] "HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION"
## [31] "HALLMARK_INFLAMMATORY_RESPONSE"
## [32] "HALLMARK_XENOBIOTIC_METABOLISM"
## [33] "HALLMARK_FATTY_ACID_METABOLISM"
## [34] "HALLMARK_OXIDATIVE_PHOSPHORYLATION"
## [35] "HALLMARK_GLYCOLYSIS"
## [36] "HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY"
## [37] "HALLMARK_P53_PATHWAY"
## [38] "HALLMARK_UV_RESPONSE_UP"
## [39] "HALLMARK_UV_RESPONSE_DN"
## [40] "HALLMARK_ANGIOGENESIS"
## [41] "HALLMARK_HEME_METABOLISM"
## [42] "HALLMARK_COAGULATION"
## [43] "HALLMARK_IL2_STAT5_SIGNALING"
## [44] "HALLMARK_BILE_ACID_METABOLISM"
## [45] "HALLMARK_PEROXISOME"
## [46] "HALLMARK_ALLOGRAFT_REJECTION"
## [47] "HALLMARK_SPERMATOGENESIS"
## [48] "HALLMARK_KRAS_SIGNALING_UP"
## [49] "HALLMARK_KRAS_SIGNALING_DN"
## [50] "HALLMARK_PANCREAS_BETA_CELLS"
Similar to goseq package we need to provide a vector of our ranking metric named by gene id. We can create this from our rnk file.
Act_minus_Rest_rnk <- read.delim("data/Activated_minus_Resting.rnk", sep = "\t",
h = FALSE, row.names = 1)
Act_minus_Rest_gsea <- Act_minus_Rest_rnk[, 1]
names(Act_minus_Rest_gsea) <- rownames(Act_minus_Rest_rnk)
Act_minus_Rest_gsea[1:3]## 100017 100019 100033459
## -0.5422305 -11.8960650 -0.3073055
The fgsea() functions requires our gene sets, named vector of ranking metric, the minimum and maximum sizes of gene sets to be tested (to minSize and maxSize parameters respectively) and the number of permutations to run (nperm parameter).
Act_minus_Rest_gseaRes <- fgsea(mouse_Hallmarks, Act_minus_Rest_gsea, minSize = 15,
maxSize = 500, nperm = 1000)
Act_minus_Rest_gseaRes <- Act_minus_Rest_gseaRes[order(Act_minus_Rest_gseaRes$NES,
decreasing = T), ]
Act_minus_Rest_gseaRes[1:2, ]## pathway pval padj ES
## 1: HALLMARK_INTERFERON_GAMMA_RESPONSE 0.001050420 0.003985969 0.6602350
## 2: HALLMARK_INTERFERON_ALPHA_RESPONSE 0.001116071 0.003985969 0.6734605
## NES nMoreExtreme size leadingEdge
## 1: 2.284848 0 247 14190,16412,20304,229900,55932,56045,...
## 2: 2.216089 0 144 12977,229900,55932,16149,12362,76933,...
We can extract leading edge genes from leadingEdge column as a list. These are the genes driving your enrichment.
## [[1]]
## [1] "14190" "16412" "20304" "229900" "55932" "56045"
## [7] "16154" "12367" "16149" "15894" "12362" "16421"
## [13] "15251" "76933" "58203" "16912" "21354" "17472"
## [19] "20846" "22320" "16185" "108670" "19188" "15900"
## [25] "67775" "231712" "14964" "15040" "246727" "80876"
## [31] "16913" "12363" "56791" "15018" "12010" "16364"
## [37] "621823" "16362" "22169" "19039" "57444" "78388"
## [43] "243771" "68713" "14972" "21356" "66141" "66892"
## [49] "53620" "100702" "17069" "70152" "12575" "22375"
## [55] "16414" "547253" "50523" "14969" "58185" "19171"
## [61] "27056" "72075" "19106" "626578" "56421" "16822"
## [67] "20847" "327959" "109552" "18950" "26445" "434341"
## [73] "14960" "17857" "66552" "18034" "229003" "236573"
## [79] "60533" "19246" "14998" "19166" "18577" "12369"
## [85] "100038882" "667373" "19186" "64685" "20821" "22038"
## [91] "75345" "14991" "54721" "17768" "16391" "16452"
## [97] "76074" "230073" "65972" "22035" "18712"
##
## [[2]]
## [1] "12977" "229900" "55932" "16149" "12362" "76933"
## [7] "14469" "16912" "21354" "17472" "212943" "246730"
## [13] "108670" "19188" "67775" "231712" "14964" "15040"
## [19] "80876" "16913" "56791" "15018" "12010" "621823"
## [25] "16362" "22169" "19039" "57444" "243771" "67168"
## [31] "68713" "14972" "80285" "66141" "100702" "17069"
## [37] "54199" "22375" "73711" "547253" "58185" "72075"
## [43] "20128" "19106" "16423" "626578" "20847" "74153"
## [49] "17857" "229003" "236573" "23960" "100038882" "19186"
## [55] "64685" "20821" "22038" "22201" "14991" "16391"
## [61] "76074" "65972" "23961" "12799" "17454" "71586"
## [67] "13709"
##
## [[3]]
## [1] "14939" "12772" "12766" "16412" "20304" "17395" "12774" "12332"
## [9] "12977" "229900" "15979" "16149" "16161" "15894" "19073" "16421"
## [17] "15251" "14469" "16174" "21354" "20846" "12516" "14537" "20303"
## [25] "14062" "16185" "16186" "15900" "12481" "14964" "16153" "15040"
## [33] "15163" "15018" "12010" "16364" "12504" "12445" "14972" "21356"
## [41] "12502" "13867" "12501" "12189" "56501" "22375" "17972" "13244"
## [49] "12519" "12051" "16414" "12500" "19171" "21355" "16423" "11785"
## [57] "16822" "19264" "192176" "17096" "21899" "20779" "11651" "13866"
## [65] "13040" "14960" "14998" "15978" "14991" "12768" "54721" "12444"
## [73] "16452" "12487" "18125" "14961" "22376" "14940" "20299" "26411"
## [81] "234734" "17973" "14423" "21803" "329165" "12503" "50723" "667803"
## [89] "13819"
##
## [[4]]
## [1] "17345" "21973" "12531" "12442" "26934" "15251" "15511" "16551"
## [9] "17219" "12428" "16906" "233406" "16905" "20460" "16319" "108907"
## [17] "12534" "12615" "108000" "17218" "76464" "72119" "16571" "11799"
## [25] "110033" "105988" "193740" "23834" "20877" "12449" "73804" "68612"
## [33] "21335" "19651" "209737" "15366" "107823" "12580" "52033" "19366"
## [41] "12445" "229841" "107995" "54124" "17215" "27221" "56150" "18817"
## [49] "12544" "15270" "242705" "16765" "71819" "14211" "20878" "12051"
## [57] "22137" "13555" "18263" "15481" "14056" "72391" "78733" "14828"
## [65] "18005" "18973" "94246" "12235" "19359" "18141" "73086" "12649"
## [73] "231912" "12530" "12444" "17865" "319166" "98386" "21781" "27214"
## [81] "21969" "19891" "26909" "18128" "19291" "16573" "19650" "17118"
## [89] "16574" "21803" "18854" "17216" "77605" "17748" "19357" "67052"
## [97] "13819" "217232" "17127" "20873" "56452" "71514" "272551" "665433"
##
## [[5]]
## [1] "17345" "20135" "21973" "12531" "12442" "26934" "17219" "16906"
## [9] "16905" "52276" "12534" "17218" "108961" "20492" "16571" "11799"
## [17] "110033" "13178" "105988" "20877" "97165" "73804" "21335" "15366"
## [25] "12580" "15201" "67629" "14793" "17279" "12236" "54141" "17217"
## [33] "229841" "107995" "66929" "12447" "16881" "54124" "17215" "13433"
## [41] "12189" "68275" "12575" "106795" "56150" "18817" "15270" "21877"
## [49] "12704" "16765" "20878" "68298" "53381" "66442" "70472" "14056"
## [57] "72391" "19362" "70218" "22390" "66570" "18973" "110074" "17121"
## [65] "212377" "218977" "69639" "12649" "106618" "12530" "17768" "56419"
## [73] "17865" "76131" "18538" "319166" "98386" "110052" "12419" "19891"
## [81] "55936" "17216" "77605" "67967" "19357" "67951" "66422" "20873"
## [89] "12578" "69716" "56452" "114714" "665433" "67196" "72107"
##
## [[6]]
## [1] "16407" "54167" "17916" "14190" "17082" "12332" "66616" "12977"
## [9] "21938" "229900" "15979" "19883" "55932" "16154" "12367" "12773"
## [17] "12477" "66395" "12506" "18671" "17472" "229521" "216233" "16178"
## [25] "16182" "22163" "53314" "11658" "12334" "21936" "384009" "16185"
## [33] "15900" "56726" "20430" "16153" "23834" "80876" "18030" "11622"
## [41] "17873" "11746" "16364" "20973" "20527" "22779" "225010" "12445"
## [49] "68713" "74318" "66141" "12447" "100702" "12505" "15258" "14064"
## [57] "21942" "102626" "107702" "76884" "18263" "626578" "18810" "17913"
## [65] "100604" "11803" "16188" "18950" "19347" "17164" "18451" "17119"
## [73] "12349" "64138" "13011" "236573" "12048" "381738" "68151" "12333"
## [81] "244962" "72729" "69863" "11520" "22038" "17829" "16410" "20893"
## [89] "12444" "76074" "17760" "57912" "71602" "22035" "18712"
##
## [[7]]
## [1] "14939" "20304" "16854" "19141" "12367" "12362" "15511" "16912"
## [9] "240672" "16784" "98878" "13033" "13030" "13660" "16409" "70574"
## [17] "193740" "12608" "12363" "73804" "20196" "16362" "14678" "12315"
## [25] "14784" "12313" "63986" "214531" "14702" "56193" "14462" "56212"
## [33] "13032" "14693" "71520" "80287" "19164" "14688" "15481" "16822"
## [41] "17096" "14828" "20779" "18643" "12349" "19072" "13040" "11927"
## [49] "170750" "11502" "12842" "19052" "12369" "18753" "22038" "54721"
## [57] "16452" "13007" "22376" "18712" "56420" "14940" "18128" "21858"
## [65] "235584" "22041" "50721" "14945" "16363" "12259" "30955" "70675"
## [73] "12262"
##
## [[8]]
## [1] "93692" "14190" "16412" "20135" "19141" "63913" "20491" "16421"
## [9] "13595" "17113" "12450" "12317" "26397" "16828" "22027" "83671"
## [17] "193740" "18030" "18477" "12449" "23789" "19324" "20527" "66286"
## [25] "56248" "17217" "74117" "14751" "66713" "68275" "21991" "12575"
## [33] "18817" "22375" "13032" "15357" "20878" "16414" "26441" "107513"
## [41] "15481" "228033" "50527" "14718" "107272" "242894" "14828" "103963"
## [49] "64136" "12721" "18950" "18451" "15452" "20322" "68465" "26377"
## [57] "13361" "73834" "12235" "23997" "14381" "74192" "50493" "72661"
## [65] "170439" "14782" "26941" "67895" "20893" "11674" "12530" "17768"
## [73] "65972" "112407" "54353" "11938" "14227" "17216" "12330" "56418"
## [81] "27053" "100678" "72157" "21753" "59029" "225363" "18036" "15288"
## [89] "56529" "15275" "100705" "19173" "12745" "23790"
##
## [[9]]
## [1] "16854" "21973" "14676" "12531" "15979" "12367" "12362" "14958"
## [9] "13595" "19165" "21354" "16906" "16905" "14062" "58801" "12481"
## [17] "80876" "97165" "12363" "17873" "12257" "16362" "57444" "12445"
## [25] "68713" "227753" "66141" "13867" "12189" "16952" "12575" "12505"
## [33] "18797" "17948" "19164" "228355" "15368" "22390" "13866" "16478"
## [41] "12048" "223453" "12369" "14775" "12633" "14782" "20259" "12444"
## [49] "12122" "27061" "74256" "22035" "21858" "18003" "18611" "19401"
## [57] "11732"
##
## [[10]]
## [1] "20304" "12977" "21938" "14676" "16154" "15894" "15251" "12521"
## [9] "16174" "12506" "19219" "80901" "16182" "54371" "16185" "67775"
## [17] "218756" "16153" "80876" "11622" "381290" "16362" "14678" "68713"
## [25] "21356" "66141" "11540" "17069" "50498" "54199" "12575" "20354"
## [33] "56212" "14767" "26362" "16491" "21942" "12493" "19164" "19106"
## [41] "16822" "16416" "17096" "109552" "21899"
##
## [[11]]
## [1] "20715" "93692" "16412" "17395" "15902" "21938" "12142" "16154"
## [9] "18826" "16421" "320139" "12521" "11501" "15483" "17132" "18671"
## [17] "16792" "238393" "16398" "16186" "15900" "16913" "12445" "109700"
## [25] "14063" "11491" "94176" "16414" "211770" "17948" "12493" "58205"
## [33] "50527" "93695" "16188" "66390" "12349" "13040" "71665" "56743"
## [41] "83397" "240832" "12444" "76816" "26411" "16573" "14425" "19224"
## [49] "11732" "235584" "16574"
##
## [[12]]
## [1] "16412" "16852" "12332" "15902" "22352" "326618" "226519" "16398"
## [9] "18074" "17873" "20650" "12933" "215280" "73690" "109700" "12505"
## [17] "20649" "19035" "20583" "11839" "16416" "192176" "11803" "18643"
## [25] "104009" "16478" "71665" "12842" "11461" "16410" "65112" "16782"
##
## [[13]]
## [1] "17916" "21973" "12442" "26934" "16551" "16906" "233406" "16905"
## [9] "12540" "277360" "12334" "12345" "16319" "108907" "12534" "108000"
## [17] "72119" "16571" "11799" "110033" "105988" "12927" "73804" "16328"
## [25] "209737" "109934" "22627" "227753" "54141" "229841" "217944" "68743"
## [33] "208628" "18817" "71819" "94176" "20878" "50523" "22137" "208084"
## [41] "223254" "11845" "192176" "74018" "217866" "18005" "12235" "192662"
## [49] "13605" "17974" "218977" "12333" "17698" "259302" "81910" "17886"
## [57] "20259" "16800" "70799" "330177" "231912" "69632" "75786" "71602"
## [65] "22376" "18128" "56376" "68724" "18003" "16573" "17973" "53860"
## [73] "17118" "16574" "73341" "67399" "329165" "27373" "67052" "20739"
## [81] "217232" "242687" "26382"
##
## [[14]]
## [1] "20491" "12317" "26397" "16186" "12534" "22027" "19045" "20111"
## [9] "56378" "20527" "14784" "12631" "13867" "74117" "67300" "66713"
## [17] "12575" "17347" "18797" "71520" "13555" "54401" "20847" "17096"
## [25] "242894" "19087" "12283" "18643" "11651" "13866" "26377" "11513"
## [33] "192662" "13001" "16438" "26413" "12326" "17973" "19353" "14682"
## [41] "110355" "26420" "11840" "266632" "17127" "19247" "72349" "18036"
## [49] "100705" "16189"
##
## [[15]]
## [1] "20198" "21946" "12445" "19074" "14182" "12842" "16410" "12444"
##
## [[16]]
## [1] "93692" "54371" "18746" "12534" "12615" "16828" "193740" "73804"
## [9] "15366" "12933" "57444" "56248" "13867" "11540" "53618" "21991"
## [17] "21881" "80879" "12505" "26362" "16765" "19348" "26384" "20878"
## [25] "22166" "21351" "14719" "56421" "74246" "15481" "50527" "83553"
## [33] "14718" "14828" "20970" "21802" "18451" "13866" "104009" "23827"
## [41] "57357" "14381" "12842" "19052" "69976" "11674" "54128" "76131"
## [49] "16164" "12337" "58810" "17684" "17449" "17448" "112407" "72727"
## [57] "14583" "12124" "229782" "11727" "109672" "15275" "71653" "54170"
## [65] "66646" "50799" "50797" "66681" "233781" "216558" "78330" "74241"
## [73] "59046" "239556" "66913" "67005" "100910" "15277" "236900" "15512"
## [81] "20856" "27376" "18655" "12291" "18194" "110006" "56375" "68137"
##
## [[17]]
## [1] "12977" "21938" "15979" "16161" "20846" "16178" "16182" "16186" "57914"
## [10] "16362" "14784" "16199" "50498" "12505" "71520" "16416" "20847" "15368"
## [19] "16188" "19246" "16478" "12768" "54721" "16391" "16452" "16164" "18712"
## [28] "21803" "12018" "79201" "19247" "15975" "24088" "15945" "12402"
##
## [[18]]
## [1] "16854" "20195" "19141" "63913" "13595" "11658" "60599" "18030"
## [9] "14678" "11465" "71914" "15357" "50762" "11676" "11461" "22038"
## [17] "51798" "19016" "230903"
##
## [[19]]
## [1] "17395" "19141" "16784" "13030" "12334" "16398" "20196" "109700"
## [9] "227753" "56193" "16952" "64383" "14064" "14693" "22388" "11844"
## [17] "14688" "16416" "20779" "19072" "13040" "11502" "12333" "20259"
## [25] "13007" "12337" "18550" "56405" "19353" "235584" "22041" "12259"
## [33] "14544" "259277" "11727" "14191"
##
## [[20]]
## [1] "20715" "21973" "15902" "19143" "226519" "53314" "238393" "20460"
## [9] "56460" "14229" "23834" "225845" "20111" "27375" "381290" "20393"
## [17] "57444" "12445" "107995" "11898" "12505" "217837" "54135" "19348"
## [25] "67784" "74246" "223254" "11839" "192176" "13418" "19087" "18415"
## [33] "225182" "12349" "15452" "114663" "20322" "12017" "26941" "110826"
## [41] "54721" "12864" "12444" "16452" "16782" "94249" "13521" "106572"
## [49] "320997" "12700" "71982" "22041"
##
## [[21]]
## [1] "20198" "20194" "14667" "12362" "12521" "21354" "12795" "19143"
## [9] "20181" "22320" "13033" "12450" "14062" "231712" "20430" "11688"
## [17] "57444" "12445" "53421" "75234" "12575" "17347" "15270" "11783"
## [25] "102626" "12493" "15254" "76884" "56702" "29858" "67784" "15368"
## [33] "21802" "239273" "18415" "13830" "17164" "17119" "16478" "71665"
## [41] "217344" "17254" "12444" "18538" "319166" "65972" "18128" "13663"
## [49] "17988" "70484" "21803" "67623" "12018" "22271" "13650" "17246"
## [57] "22062" "22401" "79201" "67941" "12578" "114714" "259277" "665433"
## [65] "16554" "105501" "56437" "19124" "16449" "15461" "20698" "12579"
## [73] "21812" "19734" "17122"
##
## [[22]]
## [1] "14958" "17132" "14229" "12571" "20111" "12010" "20393" "14678"
## [9] "544963" "12445" "67938" "106869" "67268" "26362" "15357" "69608"
## [17] "107652" "239273" "192657" "11651" "20322" "333433" "83397" "14782"
## [25] "16410" "65112" "12444" "20363" "71817" "328365" "13167" "56376"
## [33] "17988" "13521" "11732" "19341" "67399" "72155" "404710" "19342"
## [41] "19229" "20807" "56228" "70361" "218294" "54608" "20249" "66065"
## [49] "76687" "11474" "109785"
##
## [[23]]
## [1] "20198" "93692" "12306" "19883" "54371" "22022" "231507" "16828"
## [9] "193740" "18030" "17035" "12933" "20527" "57444" "56248" "13867"
## [17] "11540" "14751" "21991" "12575" "21881" "15212" "56421" "15481"
## [25] "13008" "50527" "83553" "14828" "20970" "15368" "11676" "18451"
## [33] "13866" "170750" "16478" "12452" "12842" "83397" "17886" "11520"
## [41] "20893" "11674" "18712" "17684" "17988" "16573"
##
## [[24]]
## [1] "16412" "17395" "17996" "15894" "226519" "22323" "16398" "11688"
## [9] "27375" "12331" "22793" "14678" "11465" "67938" "19354" "109700"
## [17] "21873" "13867" "76709" "67268" "22629" "11928" "16331" "19264"
## [25] "192176" "12385" "20970" "20779" "18643" "13866" "16332" "11502"
## [33] "60533" "12842" "17698" "11461" "12908" "17886" "330177" "16782"
## [41] "20130" "22376" "18516" "232975" "26411" "14786" "54353" "73341"
## [49] "69192" "12798" "11490" "22329"
##
## [[25]]
## [1] "12442" "15511" "15925" "15463" "12534" "215387" "193740" "73804"
## [9] "21881" "20878" "21351" "22137" "16162" "110257" "15481" "14056"
## [17] "72391" "83553" "12672" "14828" "19087" "18005" "18415" "231600"
## [25] "12235" "12326" "18125" "27214" "56292" "18550" "12330" "74451"
## [33] "17349" "12745" "11861" "13404" "22335"
##
## [[26]]
## [1] "20304" "12977" "15902" "15894" "21354" "240672" "98878" "19219"
## [9] "26397" "13660" "20303" "56722" "12608" "18030" "17873" "21847"
## [17] "381290" "20393" "16362" "20527" "12445" "14063" "56193" "75234"
## [25] "106869" "54199" "12575" "56336" "12505" "12519" "21942" "12051"
## [33] "211770" "17948" "11839" "19347" "55991" "17119" "18034" "16478"
## [41] "12045" "18577" "12633" "18037" "65112" "20893" "12444" "230073"
## [49] "16596" "56376" "71586" "19224" "17118"
##
## [[27]]
## [1] "93692" "18477" "16985" "76650" "53381" "22166" "56421" "68576"
## [9] "239273" "11927" "16478" "14381" "50493" "14782" "18104" "76408"
##
## [[28]]
## [1] "21973" "18671" "20181" "15925" "67283" "18477" "20238" "12257"
## [9] "78388" "11739" "22629" "21355" "11666" "73836" "239273" "433256"
## [17] "12908" "16413" "51798" "55936" "66437"
##
## [[29]]
## [1] "67804" "16784" "17113" "20111" "208449" "13867" "67300" "11928"
## [9] "13032" "69608" "12757" "22319" "108664" "232910" "13866" "14683"
## [17] "15893" "12725" "26413" "232975" "11487" "11774" "106572" "70349"
## [25] "56418" "11840" "68365" "67830" "11764" "50797" "70361" "271457"
## [33] "19063" "68581"
##
## [[30]]
## [1] "16828" "12894" "14751" "67834" "11739" "12868" "57279" "12858"
## [9] "14719" "228033" "11974" "108664" "66916" "67680" "12856" "16922"
## [17] "73834" "11973" "12857" "12369" "66108" "18104" "110826" "11949"
## [25] "66152" "12864" "51798" "12866" "67264" "110323" "57423" "66925"
## [33] "17449" "17448" "18293" "66694" "11950" "17992" "21871" "67126"
## [41] "66046" "68375" "12861" "66043" "11946" "13177" "20930" "109672"
## [49] "30057" "66144" "14661" "22335" "15159" "50799" "66335" "211253"
## [57] "11957" "12859" "225887" "27060" "22272" "78830" "97212" "12028"
## [65] "170731" "54405" "66594" "407785" "17993" "170718" "66576" "72900"
## [73] "67003" "11740" "11958" "68197" "11947"
##
## [[31]]
## [1] "16185" "16186" "16328" "12189" "14462" "17096" "68465" "171171"
## [9] "11487" "21871" "27060" "21838" "11630" "237847" "432442" "13837"
##
## [[32]]
## [1] "12367" "15894" "18671" "21354" "14964" "15040" "193740" "15018"
## [9] "66168" "11891" "16362" "110213" "13350" "12445" "14972" "12447"
## [17] "11739" "26362" "15270" "17075" "12757" "15481" "17308" "17096"
## [25] "14828" "103963" "15368" "232910" "12349" "16478" "12842" "18753"
## [33] "12611" "14991" "11674" "12444" "11828" "12122" "216150" "319166"
## [41] "12799" "19182" "110920" "18550" "12018" "56418" "27053" "20364"
## [49] "14156" "81489" "12215" "665433" "14528" "667977" "66144" "56437"
## [57] "12566" "66335" "19063" "12579" "246221" "22146" "216869" "22275"
## [65] "15512" "22142" "18670" "18412" "11740" "319164" "106344" "15007"
## [73] "630294" "319167" "20656" "14590" "66427" "319172" "15024" "15015"
## [81] "13728" "224860" "232440" "15370"
##
## [[33]]
## [1] "26943" "16852" "20194" "16828" "22027" "56791" "12894" "13476"
## [9] "22629" "17025" "18263" "11363" "109778" "68728" "12349" "433256"
## [17] "68465" "19186" "12908" "11674" "12892" "51798" "66925" "17449"
## [25] "17448" "77605" "170789" "11409" "13177" "22628" "66357" "56442"
##
## [[34]]
## [1] "14958" "68262" "16784" "212943" "13030" "26397"
## [7] "380711" "18477" "65107" "20527" "12445" "100503605"
## [13] "140780" "242705" "53378" "17025" "110257" "109778"
## [19] "192657" "53415" "18451" "12349" "233489" "224703"
## [25] "14934" "66943" "22228" "12725" "107566" "74136"
## [31] "69632" "12444" "11828" "12892" "68591" "15130"
## [37] "17896" "21969" "16596" "15467" "56786" "64898"
## [43] "72674" "71648" "21871" "219094" "27053" "21349"
## [49] "12346" "20739" "217232" "12215" "74257" "71946"
## [55] "12183" "15288" "67608" "54484" "383295" "19746"
## [61] "74334" "74645" "22439" "56209" "20617" "27060"
## [67] "14055" "18173" "59125" "11519" "11656"
##
## [[35]]
## [1] "16412" "22352" "19165" "56726" "16985" "17873" "20973" "227753"
## [9] "13867" "53313" "12575" "64383" "78286" "67784" "17913" "56421"
## [17] "16404" "16416" "29856" "20399" "13866" "433256" "12017" "12842"
## [25] "11461" "12908" "17886" "18104" "20259" "20893" "18125" "17896"
## [33] "18128" "11938" "21803" "67399" "13144"
##
## [[36]]
## [1] "15979" "68262" "217430" "11804" "23943" "109019" "12580" "13476"
## [9] "13350" "67834" "21881" "22629" "12868" "21351" "20168" "16404"
## [17] "66148" "11363" "83553" "66588" "66092" "66916" "13830" "68465"
## [25] "26379" "67680" "11513" "16922" "22187" "108954" "12452" "12842"
## [33] "12908" "11520" "170439" "22228" "232941" "11674" "110826" "66152"
## [41] "51798" "18712" "17448" "18606" "26411" "19016" "268301" "12861"
## [49] "72157" "66375" "11409"
##
## [[37]]
## [1] "20135" "27224" "15163" "22171" "22169" "54208"
## [7] "56248" "18968" "19361" "53421" "16881" "53378"
## [13] "59022" "18950" "15452" "110074" "11513" "12856"
## [19] "18577" "27061" "18538" "19075" "19891" "330959"
## [25] "100041294" "26370" "50773" "67967" "14156" "20930"
## [31] "68092" "66914" "74414" "19718" "72151" "16434"
## [37] "67665" "20018" "18100" "18969"
##
## [[38]]
## [1] "15902" "74134" "15483" "380711" "15900" "20430" "12927" "110213"
## [9] "14872" "12846" "19171" "76884" "29858" "52585" "11666" "15368"
## [17] "110172" "239273" "12349" "15452" "66054" "110208" "14782" "18104"
## [25] "76408" "51798" "67437" "56376" "70484" "50997" "64898" "11938"
## [33] "66397" "67399" "22271" "17748" "69051" "66375" "79201" "14528"
## [41] "109900" "109672" "74114"
##
## [[39]]
## [1] "12306" "12393" "12399" "20181" "226519" "14537" "27375" "11746"
## [9] "381290" "20238" "21873" "13867" "11540" "71973" "20583" "16416"
## [17] "109552" "20779" "217866" "19087" "239273" "219140" "13866" "18034"
## [25] "12842" "15893" "76408" "20893" "23942" "16782" "14200" "12978"
## [33] "17684" "328365" "18128" "56376" "19016" "116871" "67399" "17748"
##
## [[40]]
## [1] "15902" "11853" "14225" "19045" "27375" "21847" "21873" "15258"
## [9] "17948" "94246" "16478" "232941" "65112" "18550" "21803" "106572"
##
## [[41]]
## [1] "12317" "22027" "193740" "12608" "109019" "66286" "54124" "15270"
## [9] "107513" "15481" "50527" "107272" "14828" "67398" "11972" "226641"
## [17] "66482" "667373" "72661" "12611" "17768" "319166" "69019" "22631"
## [25] "16573" "13685" "16574" "218343" "27053" "67951" "665433" "71853"
## [33] "78943" "56529" "69065" "18045" "15957" "70640" "20624" "13665"
## [41] "66913" "22154" "76687" "56454" "15512" "20856"
##
## [[42]]
## [1] "17132" "66286" "239273" "69019" "53626" "20813" "56529" "18548"
## [9] "13482" "16909" "20910"
##
## [[43]]
## [1] "12776" "54371" "212943" "12334" "11688" "20393" "19271" "27984"
## [9] "11928" "12519" "58185" "17857" "12842" "12333" "15978" "11461"
## [17] "21819" "20363" "18125"
##
## [[44]]
## [1] "17219" "12428" "17218" "16828" "22027" "22171" "22627" "17217"
## [9] "107995" "20133" "56150" "12544" "57296" "12858" "53381" "14719"
## [17] "22384" "26441" "18263" "26445" "26440" "15452" "110074" "19359"
## [25] "218236" "19166" "22195" "12461" "18538" "26444" "110052" "21781"
## [33] "55936" "17216" "12330" "77605" "69192" "26446"
##
## [[45]]
## [1] "207521" "14534" "18129" "16450" "18519" "21416" "14357" "12234"
## [9] "109689"
##
## [[46]]
## [1] "11303" "19299" "11669" "66307" "224824" "110784" "74043" "76267"
## [9] "103737" "16890" "72535" "63959" "76263"
##
## [[47]]
## [1] "16835" "16825" "14766" "21885" "18187" "12614"
##
## [[48]]
## [1] "12043" "17869" "107771" "101490" "16206" "268903" "18432" "22234"
## [9] "16001" "20520" "22151" "16763" "24056" "14228" "16195" "58208"
## [17] "16598" "11518" "20148" "76199" "11512" "107094" "20539" "20509"
## [25] "16451" "97998" "12614" "76459" "21844"
##
## [[49]]
## [1] "21414" "17869" "107771" "16842" "13542" "14534" "15182" "18129"
## [9] "212398" "22059"
##
## [[50]]
## [1] "17869" "107771" "18432" "13537" "75751" "67134" "72515" "235036"
## [9] "226169" "20810" "27966" "71974" "59028" "101612" "70683" "67973"
## [17] "107094" "110109" "76130" "28126" "21453" "30877" "107071" "20509"
## [25] "68493" "18148" "338359" "70769" "66942"
We can use these leading edge genes to select genes strongly correlated with our condition and within an enriched gene set.
INTERFERON_Response_LE <- Act_minus_Rest_gseaRes$leadingEdge[[1]]
IR_LE <- Activated_minus_Resting[Activated_minus_Resting$ENTREZID %in% INTERFERON_Response_LE,
]
IR_LE[1:2, ]## ENTREZID SYMBOL baseMean log2FoldChange lfcSE stat pvalue
## 107 100038882 Isg15 738.5107 0.6976512 0.1574892 4.429836 9.430483e-06
## 1236 100702 Gbp6 1308.0094 0.8984211 0.1192259 7.535452 4.866453e-14
## padj newPadj
## 107 6.656254e-05 1.686925e-01
## 1236 8.937247e-13 9.271079e-10
We can also produce a GSEA style plot to visualize our enrichment in a pathway of interest using the plotEnrichment() function. We simply provide the pathway to plot and the ranking we used in test.